{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 基于 Python 的散点图的绘制\n",
    "散点图通常在应用拟合回归函数之前绘制，用来识别两个变量之间的关联。它很好的呈现了相关性的视觉画面，尤其是对非线性关系的数据。python 中主要通过 matplotlib 库中提供的 scatter 函数来绘制散点图，scatter 参数列表包括：横坐标，纵坐标，其他格式控制。当散点图中数据点的大小不一致时，绘制的图称为气泡图。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 绘制简单的散点图"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-17T11:14:16.480383Z",
     "start_time": "2025-03-17T11:14:15.483343Z"
    }
   },
   "source": [
    "# 使图像能够前端显示\n",
    "%matplotlib inline\n",
    "\n",
    "# 导入库\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 定义数据量\n",
    "N = 20\n",
    "# 包含20个均匀分布的随机值的横坐标数组，大小[0, 1]\n",
    "x = np.random.rand(N)\n",
    "# 包含20个均匀分布的随机值的纵坐标数组\n",
    "y = np.random.rand(N)\n",
    "# 绘制散点图，透明度为0.7\n",
    "plt.scatter(x, y, alpha=0.7)\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 1
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 散点图中点的大小的调整"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-17T11:14:16.571859Z",
     "start_time": "2025-03-17T11:14:16.510908Z"
    }
   },
   "source": [
    "# 绘制气泡图\n",
    "N = 20\n",
    "x = np.random.rand(N)\n",
    "y = np.random.rand(N)\n",
    "# 包含20个均匀分布的随机值的面积数组，大小[0, 1000]\n",
    "area = np.random.rand(N) * 1000\n",
    "fig = plt.figure()\n",
    "ax = plt.subplot()\n",
    "# 绘制散点图，点的大小随机\n",
    "# s控制点的大小\n",
    "ax.scatter(x, y, s=area, alpha=0.7)\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 对散点图中点的颜色进行调整"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-17T11:14:16.877247Z",
     "start_time": "2025-03-17T11:14:16.812907Z"
    }
   },
   "source": [
    "# 数据的定义\n",
    "N = 20\n",
    "x = np.random.rand(N)\n",
    "y = np.random.rand(N)\n",
    "x2 = np.random.rand(N)\n",
    "y2 = np.random.rand(N)\n",
    "\n",
    "# 设置点的大小\n",
    "area = np.random.rand(N) * 1000\n",
    "\n",
    "# 设置画布\n",
    "fig = plt.figure()\n",
    "ax = plt.subplot()\n",
    "\n",
    "ax.scatter(x, y, s=area, alpha=0.5)\n",
    "# 改变颜色\n",
    "ax.scatter(x2, y2, s=area, c='green', alpha=0.6)\n",
    "# 显示\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 3
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 对散点的形状进行调整"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-17T11:14:16.953881Z",
     "start_time": "2025-03-17T11:14:16.888673Z"
    }
   },
   "source": [
    "# 数据定义\n",
    "N = 20\n",
    "x = np.random.rand(N)\n",
    "y = np.random.rand(N)\n",
    "x2 = np.random.rand(N)\n",
    "y2 = np.random.rand(N)\n",
    "x3 = np.random.rand(N)\n",
    "y3 = np.random.rand(N)\n",
    "\n",
    "# 设置点的大小\n",
    "area = np.random.rand(N) * 1000\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = plt.subplot()\n",
    "\n",
    "# 绘制\n",
    "ax.scatter(x, y, s=area, alpha=0.5)\n",
    "ax.scatter(x2, y2, s=area, c='green', alpha=0.6)\n",
    "# 更换标记样式，另一种颜色的样式\n",
    "ax.scatter(x3, y3, s=area, c=area, marker='v', cmap='Reds', alpha=0.7) \n",
    "# 显示\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 调整散点的边界"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-17T11:14:17.044766Z",
     "start_time": "2025-03-17T11:14:16.964399Z"
    }
   },
   "source": [
    "# 定义数据\n",
    "N = 20\n",
    "x = [1]\n",
    "y = [1]\n",
    "x2 = [1.2]\n",
    "y2 = [1.2]\n",
    "x3 = [0.8]\n",
    "y3 = [0.8]\n",
    "area = [15000]\n",
    "\n",
    "# 画布\n",
    "fig = plt.figure()\n",
    "ax = plt.subplot()\n",
    "\n",
    "# 绘图，edgecolors可以设置边缘颜色\n",
    "ax.scatter(x, y, s=area, alpha=0.5, edgecolors='b')\n",
    "ax.scatter(x2, y2, s=area, linewidths=[3])\n",
    "ax.scatter(x3, y3, s=area, alpha=0.5, linewidths=[3], edgecolors='r')\n",
    "\n",
    "# 显示\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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OxDAgKdVPUmobuSPagK4hZucnToz3ExiY5GT8GAfjC2yMGQMZGX1bq0ivS8mGlJOjL6d4jgaCy+FyqPkMGg5CYw00HQsMW/YWwwZJWZCSA2n5kHMp5E0IBJTkQV3bd3NKR0QElqlTp7J27dpO81jeffddiouLLaxKRM7ENKGqCnbuhK3bfOytbMft9eIY0EzmiDYuGdxGfGKP5/KHVdcQ00xrcwPHDjn5aL+T9/+aSKrLxcVDHRSOtzNuHAweTJ+HLZGwSB4Eo2cEtq/zdQRCi6cmMDLTWA2eI9ByAnzt4O8Avy/w1RYXWC/GFgd2ByQMgORsSMkNhKTknEBYsfd+vAj5FT0eD3v37g0+3r9/PxUVFQwcOJChQ4dSVlZGVVUVy5YtC7apqKgIPvfYsWNUVFTgdDopKCgA4P777+eqq67i0Ucf5aabbuLNN9/kvffeY/369RfYPRHpLW1t8Nln8NFGH9u+aMPjayUxq5lB32jj4tz2cPx+6hPxiSb5o73kj/bi62ikrtrBzkNOtryVSPKf4vnGxU5Kptr5xjfA6bS6WpEwsMdBam5gi2AhX9b8/vvvc80113TZf8cdd7B06VLuvPNOvvzyS95///2v/pEz/HkybNgwvvzyy+Dj1157jV/84hfs27ePiy66iH/5l3/hO9/5Trfr0mXNIuFx7Bh8+il8+HE7B2tbiRvoYfCoVjJy22N65ME0ofawg6o98fhOJJOfGc9VUx1MnAhZWVZXJxI7uvv5fUHrsEQSBRaR3uPzBealbNjoZ8v2NurbWkgf6iF/lJeE5F481x0lWjw2Du5xUV+ZTLozgYnjnUydEpjvYrdbXZ1IdOvu53eUDuKKSDiYJmzfDmve8bF9fyu+RA+5Y1u4aGhbv/5gTkj2M3pCC75LWzhS6eQvnyew7q/JXDIinutn2rnkEs1zEQk3BRYRwTRh3z5Y87afLZ+3YKY0MvLKJlIzfFaXFlHsdsgb0UbeiDbcdR62fZbEzudSKBqXwKyZNkaOVHARCRcFFpF+rqoK3n7Hz8atrbQ4Gxl5RRMDszusLivipWb4mHCNm+NHmvl4axIVT6Qw9bJ4rpthY3D/vd2LSNgosIj0U7W18N57Ju9v8uKmkWGFHrKGxPZE2nAYmN3BgOkNHDvUzHufJfPpZyl88woX115rkJlpdXUisUOBRaSf8fvho4/g9T95qWn2MLjAw6gRXt1A8AIYBgzKbydz8Amq9zfz5oZkNlUk850bXJSU6OaMIr1BgUWkHzl6FF5d5efjbU0kD22g6JvN/XoybW+z2WDwRV5yhnv5YmsLz69I47NtSXz/uzYGnWGBTxHpPgUWkX6g06iK183oKxtJz9Q8lXCx22H05c3U57ex/tNW9j6eqtEWkQukwCIS47qMqhRqVKWvpGd1UDTzBF9s9Wq0ReQCKbCIxCjThA0b4LU/alTFSmcabfnebBfFxboEWiQUCiwiMai9HV5/3WTNh80kDDlB0WUaVbHaqdGWvRVenl8+gKqqRG65xcDhsLoykeigwCISYxoaYNn/9bNheyNDLz9BzrA2q0uSk+x2GFPUTE1mB6vfH8CRYyncfpuNtDSrKxOJfAosIjHk4EH4/R862HW0gbFX15M6UCvVRqKcYW0kptTy0foOjj+Vxj/cHkd+vtVViUQ2zVcXiRHl5fDY0172uusovPa4wkqESx3o47Lpx9nTUMdjT3spL7e6IpHIpsAiEuX8fnj7bXh6aTNNybVM+FYDroSYuAl7zHMlmEz4VgOepFqeXtrM228HjqeIdKVTQiJRzOeD114z+c91HjLHHWfoGK/VJUmIbHYouKKJg7s7eOmPA2loSOZ73zM0SVrkNAosIlGqowNWrPSz5iMPwybWMSi/3eqSpIcMA4aO8eJKqOWtdSYdHSmUlhrE6Te0SJB+HESiUHs7/N+X/az9pJHhk4+TNVhhJRZkD23HZq/jTxtMOnwp3Pr3Nl32LHKSAotIlOnoOBlWNjUycspxMnIVVmJJ1uB2bLbjvPMxQAo/vNWmkRYRFFhEoorPFzgNtPaTRkZOqSMjVyvXxqKM3HaYcpx3NkGcPZUf/EBzWkQUWESihN8fmGC75iMPwycfV1iJcRm57fgnHedPHxnExaXw/e8bunGi9Gt6+4tEiXffhf9c52FoUZ3mrPQTWYPbGVpUx3+u87B2rdXViFhLgUUkCpSXw2t/biZz3HGyhyqs9CfZQ9vJHHecV9c0a3E56dcUWEQiXGUl/GGlFyPrhNZZ6afyR3sh8wTLVno5eNDqakSsocAiEsEaGmDJsg5q/fWMndhkdTliEcOAcZOaOOavZ8myDhoarK5IpO8psIhEqPb2wF2Xdx1tYPyVbmy6SqRfs9lh/JVuPj/SwLL/66ddZwaln1FgEYlApgmvv26yYXsjY0vqdW8gAQL3HhpbUs+G7Y2sXm1i6m0h/YgCi0gE2rAB1nzYzNDLT+iuy9JJ6kAfQy8/wZ/WNbNhg9XViPQdBRaRCHP0KLz2Ry8JQ06QM6zN6nIkAuUMayNhyAle+6OXo0etrkakbyiwiEQQvx9eXeWnxuvm4suarS5HItjFlzVzxNvIq6v8+P1WVyMSfgosIhHko4/g421NjJ7cqKXY5Zzsdhg12c3H25r46COrqxEJPwUWkQhx9Ci8/icvyUMbSM/UsvtyfumZHSQPbeD1P+nUkMS+kAPLunXrmD17Nnl5eRiGwRtvvHHe53zwwQcUFRURHx/PyJEjefbZZzt9f+nSpRiG0WVrbW0NtTyRqPT1U0EXFepUkHTfRYU6NST9Q8iBpampicLCQp566qlutd+/fz/XX38906ZNo7y8nJ///Ofcd999rFq1qlO71NRUqqurO23x8fGhlicSlXQqSHpKp4akvwj5bs2zZs1i1qxZ3W7/7LPPMnToUBYtWgTAuHHj2Lx5M7/73e/47ne/G2xnGAY5OTmhliMS9WprdSpILsxXp4acFBS4yMiwuiKR3hf2OSwbN25kxowZnfbNnDmTzZs30/61pRo9Hg/Dhg1jyJAh3HjjjZSf5y5fXq8Xt9vdaROJRu+9Z1LT7NGpILkgFxU2U9PsYe1arSYnsSnsgaWmpobs7OxO+7Kzs+no6KC2thaAsWPHsnTpUt566y2WL19OfHw8JSUl7Nmz56yvu3DhQtLS0oJbfn5+WPshEg5VVfD+Ji+DCzw6FSQXxG6HwQUe3t/kparK6mpEel+fXCVkGEanx+bJ9aRP7Z8yZQq33XYbhYWFTJs2jVdeeYXRo0fz5JNPnvU1y8rKaGhoCG4HdQtTiTKmCW+/48dNI7kjdBdmuXC5I7w00Mg7azX7VmJPyHNYQpWTk0NNTU2nfUePHiUuLo6Ms5xotdlsTJo06ZwjLC6XC5fL1au1ivSlfftg49ZWhhV6sGmBAekFNhsMG+9hY3kyV09L4KKLrK5IpPeE/dfk1KlTWbt2bad97777LhMnTsThcJzxOaZpUlFRQW5ubrjLE7GEacKat/20OBvJGqLb7krvGZTfTovTzdvv+nVzRIkpIQcWj8dDRUUFFRUVQOCy5YqKCiorK4HAqZrbb7892P7ee+/lwIEDLFiwgJ07d7JkyRJ+//vf80//9E/BNo888gjvvPMO+/bto6Kignnz5lFRUcG99957gd0TiUzbt8OWz1sYWdjEaWdMRS6IYcCIwiY272hhxw6rqxHpPSGfEtq8eTPXXHNN8PGCBQsAuOOOO1i6dCnV1dXB8AIwYsQI1qxZwwMPPMDTTz9NXl4eTzzxRKdLmuvr67nnnnuoqakhLS2NCRMmsG7dOiZPnnwhfROJSD4frHnHh5nSyMBsXcYsvW9gdgcHUhr509vxjB1r14RuiQmGacbGoKHb7SYtLY2GhgZSU1OtLkfkrHbsgEefaWLklTWkZvisLkdilLvOzr71Ofyv/55EQYHV1YicXXc/vzXVT6SPbfzYjy/Ro7AiYZWa4cOX6GHjx7piSGKDAotIHzp2DDZvayP34harS5F+IPfiFjZva+PYMasrEblwCiwifWjzZqhvayF7aJvVpUg/kD20jfq2FjZvtroSkQunwCLSR9raYN3GdtKHalVb6Rt2O6QP9bBuYzttysgS5RRYRPrI3/4GB2tbyR+lVW2l7+SP8nKorpW//c3qSkQujAKLSB8wTVi/wYd9gIeEZE2ClL6TkOzHnu7ho40+LSQnUU2BRaQPVFXBti/aGDyq1epSpB/KG9XK3/a26aaIEtUUWET6wM6d4PG1kpmnZfil72XmtePxtbJzp9WViPScAotIH9i6zUdiVrOW4RdLGAYkZjazdZvW/pHopcAiEma1tbC3sp1BQ3SZhlgna0gbeyvbqauzuhKRnlFgEQmz3bvB7fWSkavTQWKdjNx23F4vu3ZZXYlIzyiwiITZth1+HAOasYd8q1GR3hPngLj0Frbv1FVqEp0UWETCqLkZtu1qJyNPp4PEepmDvfxtVzvNzVZXIhI6BRaRMNqzB443tZGl+SsSAbKGtHHc087evVZXIhI6BRaRMNq1y8RMbCE+USt2ifXiE01IambXLr0fJfoosIiE0e59PlIyNLoikSN5YBu79+nyZok+CiwiYdLcDNXHfKRmdFhdikhQakYHh4/6NI9Foo4Ci0iYHD4MHm+HAotElNSMDpq8HVRXW12JSGgUWETC5PBhaKedxBRdRiqRIzHFj9ds5/BhqysRCY0Ci0iYVFWZ2JO9Wo5fIophQFyyl6oqTbyV6KLAIhImXxzwkZSm1W0l8iSlt/PFAU28leiiwCISBk1NmnArkUsTbyUaKbCIhEF1tSbcSuQ6NfFW81gkmiiwiITBiRPQ5vNpwq1EpMQUP16fj/p6qysR6T4FFpEw8HjA5uzQhFuJSIYReH82NlpdiUj3KbCIhEFjY+ADQSRSGQ4FFokuCiwiYdDQYGI4dRWGRC6b04fbrUubJXoosIiEQV29H2e85q9I5HIm+Dler/eoRA8FFpEwONHgx5WoDwOJXK4EP3UKLBJFFFhEepnfD/VuP/EJ+jCQyOVK8FPv9uPX21SihAKLSC/zeKCtw8SpwCIRzJXop63DpKnJ6kpEuifkwLJu3Tpmz55NXl4ehmHwxhtvnPc5H3zwAUVFRcTHxzNy5EieffbZLm1WrVpFQUEBLpeLgoICVq9eHWppIhGhpQXafX6cLk1olMjldJl0+EytditRI+TA0tTURGFhIU899VS32u/fv5/rr7+eadOmUV5ezs9//nPuu+8+Vq1aFWyzceNGSktLmTt3Llu3bmXu3LnMmTOHTZs2hVqeiOV8PjBNsNkUWCRy2WwmftPUKSGJGnGhPmHWrFnMmjWr2+2fffZZhg4dyqJFiwAYN24cmzdv5ne/+x3f/e53AVi0aBHTp0+nrKwMgLKyMj744AMWLVrE8uXLQy1RxFJ+P5iAoROuEsFOvT8VWCRahP1X6saNG5kxY0anfTNnzmTz5s20t7efs82GDRvO+rperxe3291pE4kEfj+YpqlVbiWiGUZgJFCBRaJF2ANLTU0N2dnZnfZlZ2fT0dFBbW3tOdvU1NSc9XUXLlxIWlpacMvPz+/94kV6wDx5JsjQKSGJZIaJiU4JSfTok0Fr47Q/Nc2Tv9G/vv9MbU7f93VlZWU0NDQEt4MHD/ZixSI9d+pta/o1xCIRzDQwMLDp1KVEiZDnsIQqJyeny0jJ0aNHiYuLIyMj45xtTh91+TqXy4XL5er9gkUukM0WCOCmBlgkgpnmyZsgKrBIlAj7W3Xq1KmsXbu20753332XiRMn4nA4ztmmuLg43OWJ9DqbDQzA1FC7RLBT708FFokWIY+weDwe9u7dG3y8f/9+KioqGDhwIEOHDqWsrIyqqiqWLVsGwL333stTTz3FggUL+NGPfsTGjRv5/e9/3+nqn/vvv5+rrrqKRx99lJtuuok333yT9957j/Xr1/dCF0X6lt0e+MvVr1NCEsH8fgOboVNCEj1Cfqtu3ryZCRMmMGHCBAAWLFjAhAkTePjhhwGorq6msrIy2H7EiBGsWbOG999/n8suu4xf//rXPPHEE8FLmgGKi4tZsWIFL774IpdeeilLly5l5cqVXHHFFRfaP5E+l5AADruNNq8Ci0SuNq9BnN0gMdHqSkS6xzDN2DjT7na7SUtLo6GhgdTUVKvLkX7M74cHfuYlbngNQ0Z5rS5H5IwO7nbhO5DD//mtS6MsYqnufn7rbSrSy2w2SE+10dqiHy+JXN4WG+mpNoUViRp6q4qEwYA0G95m/XhJ5PK22MhI13tUooferSJhkJFuo61VP14SudpabAxUYJEoonerSBikpRmYbXaryxA5K3+bndRUTQyX6KHAIhIGKSngbwv7uowiPWa2x5GSYnUVIt2nwCISBsnJgcASG9fgSawxzcD7U4FFookCi0gYDBgATrud5kb9iEnkaW604bLbSU+3uhKR7tNvU5EwyM2FZFcc7jqdFpLI466LI8kVR16e1ZWIdJ8Ci0gYJCVBbpZdgUUikrsujrxBdq1yK1FFgUUkTC4aZqepwWF1GSJdNNU7uGiYrmKT6KLAIhImgwcb+DwuTbyViGKa0OFxMXiwLmmW6KLAIhImeXngwKGJtxJRmhttuAyH5q9I1NFvUpEwycvTxFuJPKcm3ObmWl2JSGgUWETCJDFRE28l8mjCrUQrBRaRMBo90k5jndPqMkSCPMedjB6pCbcSfRRYRMJozBgDozmB1mZNcBTrtTYb0JTImDF6P0r0UWARCaNRo2BgkpNjhzTKItY7dsjJwGQHo0ZZXYlI6BRYRMIoMRHGj3FQd1iBRaxXW+XiG2McJCRYXYlI6BRYRMJsfIGN9hOJ+DqsrkT6s4526KhP4JJx+rUv0UnvXJEwGzMGUl0u6qq16q1Yp67aQarLxZgxVlci0jMKLCJhlpEBFw91cFTzWMRCxw45uXiog4wMqysR6RkFFpE+UDjeTvOxRC3TL5YwTWg+lkjheF3OLNFLgUWkD4wbB8n2eGoP67SQ9L3aww6S4+IZN87qSkR6ToFFpA8MHgzjL3JStSfe6lKkHzq8J55vXOxk8GCrKxHpOQUWkT5gGHBlsR3fiWRaPPqxk77T4rHhq0+mZKodQ+vFSRTTb06RPvKNb0B+ZjwH97isLkX6kYN7XAzJiOcb37C6EpELo8Ai0kecTrhqqoP6ymR8Pqurkf7A54P6ymSumurAqYvUJMopsIj0oYkTId2ZwJFKfXpI+B2pdJLuTGDSJKsrEblwCiwifSgrCyaOd1K9V2ujS/hV701g4ngnmZlWVyJy4RRYRPrY1Ck27M3JuOu0JoaEj7vOjr05malT9GteYoPeySJ9bMwYuGREPPs+S7K6FIlhX3yWxPiR8VqKX2JGjwLLM888w4gRI4iPj6eoqIgPP/zwnO2ffvppxo0bR0JCAmPGjGHZsmWdvr906VIMw+iytba29qQ8kYhmt8P1M+0YjSkcPxJndTkSg44ficPemML1M+3YNZAnMSLk35YrV65k/vz5PPPMM5SUlPDcc88xa9YsduzYwdChQ7u0X7x4MWVlZfz7v/87kyZN4pNPPuFHP/oRAwYMYPbs2cF2qamp7Nq1q9Nz4+O1yJbEpksugaKxCXy8NYkB0xu0Pob0GtOEfVuTKS5IoKDA6mpEek/IIyyPP/448+bN4+6772bcuHEsWrSI/Px8Fi9efMb2//Ef/8GPf/xjSktLGTlyJD/4wQ+YN28ejz76aKd2hmGQk5PTaROJVYYB119nI6EthWOHtFy/9J6jBx0ktqVw3QybgrDElJACS1tbG1u2bGHGjBmd9s+YMYMNGzac8Tler7fLSElCQgKffPIJ7e3twX0ej4dhw4YxZMgQbrzxRsrLy89Zi9frxe12d9pEosnIkTC1MJ4Df0vG77e6GokFfj8c2JbM1AkuLrrI6mpEeldIgaW2thafz0d2dnan/dnZ2dTU1JzxOTNnzuSFF15gy5YtmKbJ5s2bWbJkCe3t7dTW1gIwduxYli5dyltvvcXy5cuJj4+npKSEPXv2nLWWhQsXkpaWFtzy8/ND6YqI5QwDrptpI5UUqvdr9Vu5cNX7XaSRwszpup5CYk+P3tXGaeOMpml22XfKQw89xKxZs5gyZQoOh4ObbrqJO++8EwD7ydlgU6ZM4bbbbqOwsJBp06bxyiuvMHr0aJ588smz1lBWVkZDQ0NwO3jwYE+6ImKpwYPhm1e4qNqh1W/lwvh8ULUjmW9e4dJNDiUmhRRYMjMzsdvtXUZTjh492mXU5ZSEhASWLFlCc3MzX375JZWVlQwfPpyUlBQyz7Kakc1mY9KkSeccYXG5XKSmpnbaRKLRtdca5CQm88XWRKtLkSj2xdZEchKTmT5dE1ckNoUUWJxOJ0VFRaxdu7bT/rVr11JcXHzO5zocDoYMGYLdbmfFihXceOON2Gxn/udN06SiooLc3NxQyhOJSpmZ8J0bXHgq06iv1WXOErr6Y3F4KtP4zg0uMjKsrkYkPEL+7bhgwQLmzp3LxIkTmTp1Ks8//zyVlZXce++9QOBUTVVVVXCtld27d/PJJ59wxRVXcOLECR5//HG2bdvGH/7wh+BrPvLII0yZMoVRo0bhdrt54oknqKio4Omnn+6lbopEtpIS+GxbEus/aaVo5gmtnSHd5vPB7k9SuXJ8EiUlVlcjEj4hB5bS0lLq6ur41a9+RXV1NePHj2fNmjUMGzYMgOrqaiorK4PtfT4fjz32GLt27cLhcHDNNdewYcMGhg8fHmxTX1/PPffcQ01NDWlpaUyYMIF169YxefLkC++hSBSw2eD737Wx9/FUvtjqZfTlzVaXJFHii62J5MSn8P3v2jjLoLVITDBM0zStLqI3uN1u0tLSaGho0HwWiVoffgjPr2hk5JXHSM/ssLociXD1x+LY91EW9/wghWnTrK5GpGe6+/mtPC4SQUpKYMr4JHZ/kqKrhuScTp0KmvoNnQqS/kGBRSSCnDo1lONKZW+FrhqSs9tbETgV9L3v6FSQ9A96m4tEmEGD4HuzXbQcGkDNAafV5UgEqjngpOXQAL4328WgQVZXI9I3FFhEIlBxMdxwVSKVfx2A+7guGZKvuI/bqfzrAG64KpHzrCYhElMUWEQikGHALbcYFF+SwucfpeNt0WJgAt4Wg53r0ykZn8Ittxi6uaH0KwosIhHK4YDbb7MxZlAa29an4tck3H7N74Nt61MZl5PG3B/acOgm39LPKLCIRLC0NJh3RxyZtnQ+35xkdTliEdOEnZ8mkWVL5x9ujyMtzeqKRPqeAotIhMvPhztKXZjHBlC5S3d17o8O7nZB7QBuL3WhG9NLf6XAIhIFJkyA781KpHbnQI5U6lxAf3Kk0kHtzoF8//pEJkywuhoR6+hOayJRYsYMaGhI5s0PTGz2OrIGt1tdkoTZsSoHB/+awd9dlcz06VZXI2ItBRaRKGGzwfe+Z9DRkcKfNpjYbMfJyFVoiVV11Q4OfJrB9cUpfO97hhaHk35PgUUkitjtUFpq0O5L4d2PgSkKLbGortrBvo8HMnNKMqWlhu7eLYICi0jUiYuDH/69DYMU3tkE/knHdXoohhyrCoyszJySzK1/byNOv6VFAAUWkajkcMAPb7URZ0/lTx8Z+IvqyB6q0BLtjlQG5qzcUJLCnDmGworI1+jHQSRKxcXBD35gEBeXwn+uM/C2HCd/tFern0Yh04TKXfHUfT6Av7sqme99T6eBRE6nwCISxex2+P73DdLSUnjtz3Z21p9g7MQmbPqwixp+X2BROGoHcNvfJTJ9OppgK3IG+rEQiXI2G1x3HfzkzkSSPJmU/7803XsoSnhbDMr/XxopTZn85M5EZs5UWBE5G42wiMSICRMgM9PFkmUZbH0vjrEl9aQO1A2IIpX7uJ2d69MZl5PGP9wepxVsRc5DWV4khuTnw/z/EUfxmAF8/kEmNQecVpckZ1BzwMnnH2Ry5bgBzP8fCisi3aERFpEYk5YG995jY9Drqaz5MI6G2hNcfFmzJnFGAJ8P9lYk0nJoALd8M5FbbjF012WRblJgEYlBDgfMmWMwZEgSr/0xjr++08ioyW7SMzusLq3fqj8Wx55PU8l2pTD3710UF6MrukRCoMAiEqMMA0pKYNQoF6+ucvDxehfJQxu4qFCjLX3p1KhK08E0SsYn8f3v2hg0yOqqRKKPYZqmaXURvcHtdpOWlkZDQwOpqalWlyMSUfx++OgjeP1PXo54NdrSV74+qvKdG1yUlOgqIJHTdffzWyMsIv2AzQbTpsGYMRpt6QsaVRHpfRphEelnvj7aUtPsYXCBh9wRXv3l3wv8fji8z8XhncnkJCZrVEWkGzTCIiJndGq0Zdw4F++95+T9TUls3tXIsPEeBuW3ayJoD5gmHD3o4MC2ZNJI4aZiF9OnG2RkWF2ZSOzQCItIP1dVBW+/42fj1lZanY2MKGxiYLbmt3TX8SNx7N+aREJbKlMuc3HdDBuDB1tdlUj00AiLiHTL4MHwD3fZ+Oa+RNa8Hc9fNyVzIKWRiy5tIjVDK+WejbvOzhefJWFvTGHKuARmzbRx0UVWVyUSuzTCIiJBpgk7dsCf3vaxfX8rvkQPuRe3kD20TZNzCUymPVLppHpvAvbmZMaPjOf6mXYKCrSmikhPaYRFREJmGHDJJTB2rJ1du5LY+HECm7e1ceizFtKHesgf5SUh2W91mX2uxWPj4B4X9ZXJpDsTuGa8k6lTbIwZg4KcSB/RCIuInNOxY7B5M6zb2M6hulbs6R7yRrWSmRfbE3RNE2oPOzi8Jx5ffTJDMuK5aqqDiRMhK8vq6kRiR3c/v3t0sd0zzzzDiBEjiI+Pp6ioiA8//PCc7Z9++mnGjRtHQkICY8aMYdmyZV3arFq1ioKCAlwuFwUFBaxevbonpYlIL8vKglmz4JFfOJj/DylMyBnEsYocPv1jFts2JnGk0kFHu9VV9o6OdjhS6WDbhiQ+fSuLYxU5XJ47iPn/kMIjv3Awa5bCiohVQj4ltHLlSubPn88zzzxDSUkJzz33HLNmzWLHjh0MHTq0S/vFixdTVlbGv//7vzNp0iQ++eQTfvSjHzFgwABmz54NwMaNGyktLeXXv/41t9xyC6tXr2bOnDmsX7+eK6644sJ7eTZ+P3g8ga2xMbB5PNDSEjhZ7fcHNtMMjJXbbIHNboeEBEhOhpSUwJacHNi04ILEKKcTiorg8svtVFUlsHNnAlu3pbJ3WzuVW7zEpbeQOdhL1pA24hOjZ+C2tdng2CEntVUuOuoTSHW5GDfUQWGxnXHjApOSY3kkSSRahHxK6IorruDyyy9n8eLFwX3jxo3j5ptvZuHChV3aFxcXU1JSwr/+678G982fP5/Nmzezfv16AEpLS3G73fz5z38OtrnuuusYMGAAy5cv71Zd5xxS8njg8OHAVlMDDQ2BcNLUFAgjvcUwICkpEGDS0iA3N7Dl5QXCjEgMqquDXbtg2w4/23a1c7ypDTOxhZSMNlIzOkjN6CAxxR8RH/qmCc2NNtx1cbjr4vAcd0JTIgOTHHxjrIPxBTZGj0brp4j0obBMum1ra2PLli387Gc/67R/xowZbNiw4YzP8Xq9xMfHd9qXkJDAJ598Qnt7Ow6Hg40bN/LAAw90ajNz5kwWLVp01lq8Xi9erzf42O12B/6PxxMIJYcPQ3V14Gtj41lfxzRN2v3ttPnaaPe30+5vp8PfgWmanPofJmCAcep/hkGcLQ6HzYHD5sBpd+KwOTBO/fseT+Df/vzzr/6hlJRAcDkVYBRiJEZkZEBxMRQX22hudrF3r4tdu5LZvc/H4V0+jno78JrtxCV7SUpv77MQc3o4aap30OFx4TIcJLniyB9kZ/RkO2PGGFx8MSQmhq8WEblwIQWW2tpafD4f2dnZnfZnZ2dTU1NzxufMnDmTF154gZtvvpnLL7+cLVu2sGTJEtrb26mtrSU3N5eampqQXhNg4cKFPPLII12/8eST4HJ12mWaJi0dLTR3NNPU3oTX56Xd1x4MKL3lVIBx2B247C6SHEkkxiWSEJeA0dgY+DN0166vnpCdDWPGBLa8PI07S9RLTIRLL4VLLzWAOJqb46iudnH4MFRVmXxx4GshxufD5uzAcHRgc/pwJvhxndoS/ThdJjabiWE7+aNhmGAamCaYfvD7Ddq8Bt5mG96WwNbWYsPfZsdsj8PfFofLbg+Gk4sm2Bk82Aj+3aCAIhJdenRZs3HaB6tpml32nfLQQw9RU1PDlClTME2T7Oxs7rzzTv73//7f2L92PWAorwlQVlbGggULgo/dbjf5+fmYpklze3MwnJz6/37z7JdimoZBe6KLtqR42hNcdCQ4Me02/LbAvBXTCPyuxO/H5jcxfH7iWtpwtHhxNrXiaPZinBypafe3w2mLhNoMG4lxiSQ6EjuHmCNH4MgRWLcuMAIzenQgvIwYAQ7HWesViRaJiXDRRZxcUO2rEHP4sIv6+q+mjrndJsfr/dTV+6k/6qe+w6TDZ+I/ecrWNMHEPDnCGXhtm2EQZzdwxhlkptrIGGBj4AgbqalGcGpZenrgbwGFE5HoF1JgyczMxG63dxn5OHr0aJcRklMSEhJYsmQJzz33HEeOHCE3N5fnn3+elJQUMjMzAcjJyQnpNQFcLheu00ZSALYe20qCo+vEV5/DTnNmGk2ZqbQMTKE9MZ62JBftSfF0xDsvbHTDNIlrbcPR1IqzyYujuZWE440k1bpJrG2Adh+edg+edk/wKXbDTrornXRXOmmuNOyNjbBlS2BzOAK/4QsLAwFGE3klhiQmwsUXn77XAOyAHb8/ML2sufmree+ntlPz3k9tiYmBaWP6ERGJfSEFFqfTSVFREWvXruWWW24J7l+7di033XTTOZ/rcDgYMmQIACtWrODGG2/EdvK3zNSpU1m7dm2neSzvvvsuxcXFoZQHgM/04XM4guGkOSudpqw0WtMSw/dbzTDoSHDRkeCiJfO07/n9xNc3BcLLsfpOIaautY661joMDFKcKYEAE5+OCwLzXz7/HFJTT12aEfiTUSTG2WxfXXwnInJKyKeEFixYwNy5c5k4cSJTp07l+eefp7KyknvvvRcInKqpqqoKrrWye/duPvnkE6644gpOnDjB448/zrZt2/jDH/4QfM3777+fq666ikcffZSbbrqJN998k/feey94FVEodt8wGd+InMj5k8tmo3VgCq0DU6gbffKOaH4/yUfqST9whPQvj5BQ34S7zY27zU1lYyWJcYkMjB9IZkImDrcb/vIX+OADGDcOJk2CYcM030VERPqVkANLaWkpdXV1/OpXv6K6uprx48ezZs0ahg0bBkB1dTWVlZXB9j6fj8cee4xdu3bhcDi45ppr2LBhA8OHDw+2KS4uZsWKFfziF7/goYce4qKLLmLlypU9WoPFkz2AhEgJK2djs+HJHYgndyCHpowj/oSH9ANHST9whOSa4zR3NNPsaabKU8WA+AEMShxEijMFtm8PbFlZMHkyTJgAcbq7goiIxL6YW5r/dx/+joTkBKvL6bG4ljbSDxwha0clyUfrg/sT4xLJSswiIz4Du+3kZOW0NPjmNwNzXSI9pImIiJxBd9dhUWCJYInHGhi0/QAZew9j6/ABgcm6GQkZ5CTl4LKfnHSclQXf/nZggq5OFYmISBRRYIkh9tY2MndXMWj7AeIbmoDAInbZidnkJucSZzt5Wig/H669NjDHRUREJAqEZaVbsYYv3smRS0dw5BvDSa2qI/eve0k9XEdNcw3HWo6Rk5RDdlI29oMH4cUXYdQomD4dBg2yunQREZFeocASTQwD95BM3IMzSD14jPxNu0isc1PlqeJo81HykvPITMjEtmcP7NsXmN9SUqL5LSIiEvUUWKKRYeAeOojt+VkM/KKawZ/sAnczB9wHqGmqIT8lnwHxA+C//gt27oSbb9Zoi4iIRDX96R3NDIPjF+exrfRqDkwbT3uiC6/Py976veyr30eHvyNw88fnnoMPPwwsFSoiIhKFFFhigGm3cfSSYXz299+k+rKRmAbUtdaxrXYbJ1pPgM8XGG154QU4etTqckVEREKmwBJD/I44Dk0Zx86bi2lJT6Ld337m0ZaNGwN3kxMREYkSCiwxqCl7ANu/N+3soy3vvAOrV0NHx/lfTEREJAIosMQoM85+xtGWA+4DmKYJn30WuAS6sdHqUkVERM5LgSXGnT7acrT5KLtO7KLd3w5VVfD884GvIiIiEUyBpR84Ndqyd+ZEfA47jW2N7KzbSXN7c2CE5cUXAyMuIiIiEUqBpR+pH57NzltK8KYm4vV52Xl8Z2BeS0cHvP46rF2rS59FRCQiKbD0My0DU9hxSwnuvAz8pp+99Xs57Dkc+OZHH8Gbbyq0iIhIxFFg6Yc6EpzsvmEyR8YPB6DKU8UX9V8EJuNu3QqrVgWuJhIREYkQCiz9lGm3UXnlJXx51Tfw22wcbz3O3vq9+E0/bN8Or7yiy55FRCRiKLD0c8cKhrLnuiL8dhv13nr2nNgTCC27dsFrr2mkRUREIoICi+AeOojd10/CH2fH3eb+KrR8/nlgMq7mtIiIiMUUWASAxsGZ7LphMj5HXOfQsn07vPGGQouIiFhKgUWCPLkDO420fFH/RSC0fPZZ4OaJIiIiFlFgkU48uQPZPWticE7L/ob9gW989JEWlxMREcsosEgXjYMz2TOzKHj1UHCdlrfe0jL+IiJiCQUWOSP30EFUXnkJEFinJbgi7ooVumGiiIj0OQUWOatjBUM5cskwAPY37P/q3kMrVmiNFhER6VMKLHJOB4sLcOdl4DN97K3f+9Vdnv/4RzBNq8sTEZF+QoFFzsm02/hi+uXBGyZ2WsL/44+tLk9ERPoJBRY5r44EJ3uum4jPYaexrZHKxsrAN957D44etbY4ERHpFxRYpFtaBqaw79sTMA042nw0MAnX59OiciIi0icUWKTb6odnU1M4EoAD7gN0+Dvg8OHAGi0iIiJhpMAiIamaOJqW9CTa/e1Uuk+eGnr/fZ0aEhGRsFJgkZCYcXb2X1OIaUBda51ODYmISJ/oUWB55plnGDFiBPHx8RQVFfHhhx+es/1LL71EYWEhiYmJ5Obmctddd1FXVxf8/tKlSzEMo8vW2trak/IkzJqyB+jUkIiI9KmQA8vKlSuZP38+Dz74IOXl5UybNo1Zs2ZRWVl5xvbr16/n9ttvZ968eWzfvp1XX32VTz/9lLvvvrtTu9TUVKqrqztt8fHxPeuVhJ1ODYmISF8KObA8/vjjzJs3j7vvvptx48axaNEi8vPzWbx48Rnbf/zxxwwfPpz77ruPESNGcOWVV/LjH/+YzZs3d2pnGAY5OTmdNolcZz01tHat1aWJiEgMCimwtLW1sWXLFmbMmNFp/4wZM9iwYcMZn1NcXMyhQ4dYs2YNpmly5MgRXnvtNW644YZO7TweD8OGDWPIkCHceOONlJeXn7MWr9eL2+3utEnf+vqpoYONB/GbftizBw4csLgyERGJNSEFltraWnw+H9nZ2Z32Z2dnU1NTc8bnFBcX89JLL1FaWorT6SQnJ4f09HSefPLJYJuxY8eydOlS3nrrLZYvX058fDwlJSXs2bPnrLUsXLiQtLS04Jafnx9KV6SXHC4aRXuiC6/PS21LbWDne+9p2X4REelVPZp0axhGp8emaXbZd8qOHTu47777ePjhh9myZQtvv/02+/fv59577w22mTJlCrfddhuFhYVMmzaNV155hdGjR3cKNacrKyujoaEhuB08eLAnXZEL5HfEcbhoFACHPYfxmT44eBB27bK4MhERiSVxoTTOzMzEbrd3GU05evRol1GXUxYuXEhJSQk//elPAbj00ktJSkpi2rRp/OY3vyE3N7fLc2w2G5MmTTrnCIvL5cLlcoVSvoTJsbH55GzdB+5mjjQdIS85D/7rv2D0aLDpynkREblwIX2aOJ1OioqKWHvaxMq1a9dSXFx8xuc0NzdjO+1Dy263A4GRmTMxTZOKioozhhmJPKbdxqFJowGoaaoJXOZ87Bh89pnFlYmISKwI+c/fBQsW8MILL7BkyRJ27tzJAw88QGVlZfAUT1lZGbfffnuw/ezZs3n99ddZvHgx+/bt46OPPuK+++5j8uTJ5OXlAfDII4/wzjvvsG/fPioqKpg3bx4VFRWdThtJZDt+cR7NGan4TB/VnurAzr/8BTo6rC1MRERiQkinhABKS0upq6vjV7/6FdXV1YwfP541a9YwbNgwAKqrqzutyXLnnXfS2NjIU089xT/+4z+Snp7Ot771LR599NFgm/r6eu655x5qampIS0tjwoQJrFu3jsmTJ/dCF6VPGAYHrxjDmDWfcqT5CIOSBuFqaIDycpg0yerqREQkyhnm2c7LRBm3201aWhq/+/B3JCQnWF1O/2SajPnjx6QePs6gxEEMSx0GgwbBf/tvcJZJ2SIi0r+d+vxuaGggNTX1rO00I1J6j2FQfXngiqG6ljp8fl9g5duzrIIsIiLSXQos0qvcgzNoTUvCZ/qoaz15v6hPP7W2KBERiXoKLNK7DIOjlwTmMx1rPhbYt2MHeDwWFiUiItFOgUV6Xe3owfjj7DR3NONp84DfD3/9q9VliYhIFFNgkV7ni3dSd3HgkvWjzSfv3rx5cyC4iIiI9IACi4TFqdNCx1uP0+5rB7cbdu+2uCoREYlWCiwSFs1ZaXgGpWNifnVTxIoKS2sSEZHopcAiYXOsYCgQGGUB4IsvoL3dwopERCRaKbBI2NQPy8Y0oLmjGa/PGwgr+/dbXZaIiEQhBRYJm44EJ56cgQDUt9YHdu7aZV1BIiIStRRYJKzqhw0KfPXWB3bs3g2xcTcIERHpQwosElb1w7IBaGxrDCzV39gI1dUWVyUiItFGgUXCqnVAMq1pSZiYNHgbAjt1WkhEREKkwCJhVz88MMoSPC2kwCIiIiFSYJGwO3FyHktDWwOmaUJNje4tJCIiIVFgkbDz5AzA57DT4e+g1dca2Hn4sLVFiYhIVFFgkfCz2WjOSAWgqb0psE8Tb0VEJAQKLNInmrLSAGhubw7s0AiLiIiEQIFF+kRzZiCwaIRFRER6QoFF+kRwhKWjOTDx1u3WxFsREek2BRbpE63pSfgcdvym/6uJtxplERGRblJgkb5xpom3msciIiLdpMAifabLxFuNsIiISDcpsEifaRmYAvDVKaGGBgurERGRaKLAIn2mPTE+8NXXHtjR2GhhNSIiEk0UWKTPtCe6Al/9JwNLUxP4/RZWJCIi0UKBRfpMW9JXgcU0TTDNQGgRERE5DwUW6TMdCS5MwwC+Nsqi00IiItINCizSdwyj62khLR4nIiLdoMAifepUYGnztQV2aIRFRES6QYFF+lTbqSuFdEpIRERC0KPA8swzzzBixAji4+MpKiriww8/PGf7l156icLCQhITE8nNzeWuu+6irq6uU5tVq1ZRUFCAy+WioKCA1atX96Q0iXAdCc7AV39HYEdLi4XViIhItAg5sKxcuZL58+fz4IMPUl5ezrRp05g1axaVlZVnbL9+/Xpuv/125s2bx/bt23n11Vf59NNPufvuu4NtNm7cSGlpKXPnzmXr1q3MnTuXOXPmsGnTpp73TCKSaQ+85UzMwA5d1iwiIt0QcmB5/PHHmTdvHnfffTfjxo1j0aJF5Ofns3jx4jO2//jjjxk+fDj33XcfI0aM4Morr+THP/4xmzdvDrZZtGgR06dPp6ysjLFjx1JWVsa3v/1tFi1a1OOOSWQ6dZWQaSqwiIhI94UUWNra2tiyZQszZszotH/GjBls2LDhjM8pLi7m0KFDrFmzBtM0OXLkCK+99ho33HBDsM3GjRu7vObMmTPP+poAXq8Xt9vdaZPIZ9pOBhaNsIiISAhCCiy1tbX4fD6ys7M77c/OzqampuaMzykuLuall16itLQUp9NJTk4O6enpPPnkk8E2NTU1Ib0mwMKFC0lLSwtu+fn5oXRFLHIqsJzKKwosIiLSHT2adGucHNY/xTTNLvtO2bFjB/fddx8PP/wwW7Zs4e2332b//v3ce++9PX5NgLKyMhoaGoLbwYMHe9IV6WOG/2RSOXVobbpQTUREzi8ulMaZmZnY7fYuIx9Hjx7tMkJyysKFCykpKeGnP/0pAJdeeilJSUlMmzaN3/zmN+Tm5pKTkxPSawK4XC5cLlco5UsEOBVYjFOJRYFFRES6IaRPC6fTSVFREWvXru20f+3atRQXF5/xOc3NzdhO+1Cy2+3AVxMvp06d2uU133333bO+pkQv4+QxD46eKbCIiEg3hDTCArBgwQLmzp3LxIkTmTp1Ks8//zyVlZXBUzxlZWVUVVWxbNkyAGbPns2PfvQjFi9ezMyZM6murmb+/PlMnjyZvLw8AO6//36uuuoqHn30UW666SbefPNN3nvvPdavX9+LXZVIYPgCc1Y0wiIiIqEIObCUlpZSV1fHr371K6qrqxk/fjxr1qxh2LBhAFRXV3dak+XOO++ksbGRp556in/8x38kPT2db33rWzz66KPBNsXFxaxYsYJf/OIXPPTQQ1x00UWsXLmSK664ohe6KJEkriWwJH+c7eRbLyHBwmpERCRaGGZwQYzo5na7SUtL43cf/o6EZH0IRqqCVetJOtbAxekXMyB+AMyeDUVFVpclIiIWOfX53dDQQGpq6lnbaTxe+pSj2QuA0x5Yop+UFAurERGRaKHAIn3H7w8GFofNEdiXnGxhQSIiEi0UWKTPxLW2Ba8SCgYWjbCIiEg3KLBIn3E2fTW6YhgGGAYkJVlclYiIRAMFFukzXU4HJSXpsmYREekWfVpIn3E0twa+2nU6SEREQqPAIn0m4XgjAPH2+MCOtDQLqxERkWiiwCJ9JulYAwCJjsTAjtxcC6sREZFoosAifcPvJ7HODUCS4+RE25O3ZhARETmfkJfmj1SnFuxtbWq1uBI5k/gTHlqaWrEZNto6DNp93sCkW7fb6tJERMRC7pOfA+dbeD9mluY/dOgQ+fn5VpchIiIiPXDw4EGGDBly1u/HTGDx+/0cPnyYlJSUwBofvcTtdpOfn8/BgwfPeY+DaBbrfVT/ol+s91H9i36x3sdw9s80TRobG8nLy8N2jqUuYuaUkM1mO2cyu1Cpqakx+Sb8uljvo/oX/WK9j+pf9Iv1Poarf2nduGpUk25FREQk4imwiIiISMRTYDkPl8vFP//zP+NyuawuJWxivY/qX/SL9T6qf9Ev1vsYCf2LmUm3IiIiErs0wiIiIiIRT4FFREREIp4Ci4iIiEQ8BRYRERGJeP0ysDzzzDOMGDGC+Ph4ioqK+PDDD8/Z/qWXXqKwsJDExERyc3O56667qKur69Rm1apVFBQU4HK5KCgoYPXq1eHswjn1dv+WLl2KYRhdttZWa+7bFGr/nn76acaNG0dCQgJjxoxh2bJlXdpE0vGD3u9jJB3DdevWMXv2bPLy8jAMgzfeeOO8z/nggw8oKioiPj6ekSNH8uyzz3ZpEynHMBz9i6TjB6H3sbq6mltvvZUxY8Zgs9mYP3/+GdtF6zHsTv8i6RiG2r/XX3+d6dOnk5WVRWpqKlOnTuWdd97p0i7cx6/fBZaVK1cyf/58HnzwQcrLy5k2bRqzZs2isrLyjO3Xr1/P7bffzrx589i+fTuvvvoqn376KXfffXewzcaNGyktLWXu3Lls3bqVuXPnMmfOHDZt2tRX3QoKR/8gsLphdXV1py0+Pr4vutRJqP1bvHgxZWVl/PKXv2T79u088sgj/OQnP+GPf/xjsE0kHT8ITx8hco5hU1MThYWFPPXUU91qv3//fq6//nqmTZtGeXk5P//5z7nvvvtYtWpVsE0kHcNw9A8i5/hB6H30er1kZWXx4IMPUlhYeMY20XwMu9M/iJxjGGr/1q1bx/Tp01mzZg1btmzhmmuuYfbs2ZSXlwfb9MnxM/uZyZMnm/fee2+nfWPHjjV/9rOfnbH9v/7rv5ojR47stO+JJ54whwwZEnw8Z84c87rrruvUZubMmeYPfvCDXqq6+8LRvxdffNFMS0vr9Vp7ItT+TZ061fynf/qnTvvuv/9+s6SkJPg4ko6faYanj5F0DL8OMFevXn3ONv/zf/5Pc+zYsZ32/fjHPzanTJkSfBxpx/CU3upfpB4/0+xeH7/u6quvNu+///4u+6P5GH7d2foXqccw1P6dUlBQYD7yyCPBx31x/PrVCEtbWxtbtmxhxowZnfbPmDGDDRs2nPE5xcXFHDp0iDVr1mCaJkeOHOG1117jhhtuCLbZuHFjl9ecOXPmWV8zXMLVPwCPx8OwYcMYMmQIN954Y6dk3Vd60j+v19vlL5iEhAQ++eQT2tvbgcg5fhC+PkJkHMOeONvx2bx5c0Qew1B1p38Qvcevu6L5GHZXrBxDv99PY2MjAwcODO7ri+PXrwJLbW0tPp+P7OzsTvuzs7Opqak543OKi4t56aWXKC0txel0kpOTQ3p6Ok8++WSwTU1NTUivGS7h6t/YsWNZunQpb731FsuXLyc+Pp6SkhL27NkT1v6crif9mzlzJi+88AJbtmzBNE02b97MkiVLaG9vp7a2Foic4wfh62OkHMOeONvx6ejoiMhjGKru9C+aj193RfMx7I5YOoaPPfYYTU1NzJkzJ7ivL45fvwospxiG0emxaZpd9p2yY8cO7rvvPh5++GG2bNnC22+/zf79+7n33nt7/Jrh1tv9mzJlCrfddhuFhYVMmzaNV155hdGjR3cKNX0plP499NBDzJo1iylTpuBwOLjpppu48847AbDb7T16zb7Q232MtGMYqjP99zh9f6Qdw1Ccr3/Rfvy6K5qP4fnEyjFcvnw5v/zlL1m5ciWDBg3q9L1wH79+FVgyMzOx2+1dEt/Ro0e7JMNTFi5cSElJCT/96U+59NJLmTlzJs888wxLliyhuroagJycnJBeM1zC1b/T2Ww2Jk2a1Od/GfSkfwkJCSxZsoTm5ma+/PJLKisrGT58OCkpKWRmZgKRc/wgfH08nVXHsCfOdnzi4uLIyMg4ZxsrjmGoutO/00XT8euuaD6GPRGNx3DlypXMmzePV155hWuvvbbT9/ri+PWrwOJ0OikqKmLt2rWd9q9du5bi4uIzPqe5uRmbrfN/plN/tZ76K2jq1KldXvPdd98962uGS7j6dzrTNKmoqCA3N7cXqu6+nvTvFIfDwZAhQ7Db7axYsYIbb7wx2O9IOX4Qvj6ezqpj2BNnOz4TJ07E4XCcs40VxzBU3enf6aLp+HVXNB/Dnoi2Y7h8+XLuvPNOXn755S5zHKGPjl+vTd+NEitWrDAdDof5+9//3tyxY4c5f/58Mykpyfzyyy9N0zTNn/3sZ+bcuXOD7V988UUzLi7OfOaZZ8wvvvjCXL9+vTlx4kRz8uTJwTYfffSRabfbzd/+9rfmzp07zd/+9rdmXFyc+fHHH8dE/375y1+ab7/9tvnFF1+Y5eXl5l133WXGxcWZmzZtivj+7dq1y/yP//gPc/fu3eamTZvM0tJSc+DAgeb+/fuDbSLp+JlmePoYScewsbHRLC8vN8vLy03AfPzxx83y8nLzwIEDpml27d++ffvMxMRE84EHHjB37Nhh/v73vzcdDof52muvBdtE0jEMR/8i6fiZZuh9NE0z2L6oqMi89dZbzfLycnP79u3B70fzMTTN8/cvko5hqP17+eWXzbi4OPPpp582q6urg1t9fX2wTV8cv34XWEzTNJ9++mlz2LBhptPpNC+//HLzgw8+CH7vjjvuMK+++upO7Z944gmzoKDATEhIMHNzc80f/vCH5qFDhzq1efXVV80xY8aYDofDHDt2rLlq1aq+6MoZ9Xb/5s+fbw4dOtR0Op1mVlaWOWPGDHPDhg191Z0uQunfjh07zMsuu8xMSEgwU1NTzZtuusn8/PPPu7xmJB0/0+z9PkbSMfzLX/5iAl22O+64wzTNM79H33//fXPChAmm0+k0hw8fbi5evLjL60bKMQxH/yLp+Jlmz/p4pvbDhg3r1Caaj+H5+hdJxzDU/l199dXnbH9KuI+fYZpnGfcXERERiRD9ag6LiIiIRCcFFhEREYl4CiwiIiIS8RRYREREJOIpsIiIiEjEU2ARERGRiKfAIiIiIhFPgUVEREQingKLiIiIRDwFFhEREYl4CiwiIiIS8RRYREREJOL9/3/LeiLD8/OwAAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### 探究数据的强相关性与无相关性"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-17T11:14:17.185316Z",
     "start_time": "2025-03-17T11:14:17.060754Z"
    }
   },
   "source": [
    "# 导入库\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 产生 x 坐标\n",
    "x = np.random.randn(1000)\n",
    "\n",
    "# 随机产生，无相关性\n",
    "y1 = np.random.rand(len(x))\n",
    "\n",
    "# 有强相关性\n",
    "y2 = 1.2 + np.exp(x)\n",
    "\n",
    "# 绘制第一幅图--无相关性\n",
    "ax1 = plt.subplot(121)\n",
    "# scatter参数：横坐标，纵坐标，其他格式控制\n",
    "plt.scatter(x,y1,color='indigo',alpha=0.3,edgecolors='white',label='no correl')\n",
    "# 设置横坐标标签\n",
    "plt.xlabel('no correlation')\n",
    "# 显示表格线\n",
    "plt.grid(True)\n",
    "# 创建图例\n",
    "plt.legend()\n",
    "\n",
    "# 绘制第二幅图--有强相关性\n",
    "# 与第一幅图设置相同的横纵坐标\n",
    "ax2 = plt.subplot(122, sharey=ax1, sharex=ax1)\n",
    "# scatter参数：横坐标，纵坐标，其他格式控制\n",
    "plt.scatter(x, y2, color='green', alpha=0.3, edgecolors='grey',\n",
    "label='correl')\n",
    "# 设置横坐标标签\n",
    "plt.xlabel('strong correlation')\n",
    "# 显示表格线\n",
    "plt.grid(True)\n",
    "# 创建图例\n",
    "plt.legend()\n",
    "\n",
    "# 显示图片\n",
    "plt.show()\n",
    "\n"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "attachments": {
    "example.png": {
     "image/png": 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eeQTz58/H9u3b0alTJxw/fhw//vgjXFxcVB/7rVu3Dq+99hrCwsIQHBwMb29v6PV6rFixAs7OzoiLi7tbS6WqpvxKEhFVrYMHD4r33ntPREZGiiZNmghnZ2fh7OwsmjZtKoYNGyZ/ldTc+fPnxbRp08QDDzwgXFxchJubm2jWrJkYNGiQ+Pnnny3ap6WliS5duggXFxdRt25d0a9fP5GTkyO6du1q8TVqIa5/1TUmJka4u7sLV1dX8dhjj4mdO3dqfo3aZMeOHeKZZ54Rfn5+olatWqJevXqibdu2YvLkySIrK0tuV97Xnk1fsR02bJiqPD8/X/Tv31/Uq1dP2NnZqb5mXF4emL59+4r69euL2rVri4ceekgsWbLEavvKfI1auZYnn3xS1K1bVzg6Oor77rtP9O3bV2zZskXV7vLly+LNN98UwcHBcu6Xnj17qnLzmGh9jdokLS1N9OzZU3h5eQlHR0cRHBws3nzzTXH58mWLtijnq+c3Wq+1vtZen4yMDBEVFSXq1Kkj3N3dRdeuXcX69es116KMsX//fvH4448LDw8P4erqKiIiIize8//3f/8nxo4dK0JDQ4W3t7dwcnISQUFBYtiwYeLAgQNW10fVS3Z2tpCEuH4OU6/XIygoqAq2UER0r+jWrRs2btyo+miD6E46fvw4mjRpgmHDhvGO21Rher2e18AQERGR7eEGhoiIiGwONzBERERkc/gtJCKSaeUVIbqTAgMDec0V3RSegSEiIiKbww0MERER2RxuYIiIiMjmcANDRERENocX8VZTyovirD2+2TprF9zdzTGFEFb7WqtT1mv1udn25mU3U1eRtdyorLwxyysrb83lxajMWKbfRqPRantlnbUYRqOx0nErEt9a3MrMrTLt71aMiq6vsu+ZisSozJh3ch7W3h/mZVrzVbapbIxbGfNWY9yO18VaO/P2FX2fVuTPqFZZeXgGhoiIiGwONzBERERkc7iBqYBTp05h7Nix0Ol0cHZ2RsOGDREWFob58+fj6tWrVT09IiKiGofXwNyAXq9HWFgYvLy8MGvWLLRq1QpOTk7Yt28fvvjiCzRq1AhPPfWURb/i4mLUqlWrCmZMRERU/fEMzA2MHj0aDg4OSE9PR//+/RESEoKgoCD06tULq1atQnR0NABAkiTMnz8fTz31FFxdXTFz5kwAwP79+9GzZ0+4ubmhYcOGGDJkCP766y8AwNdffw1vb28UFhaqxoyJicGQIUMAAJmZmQgPD4e7uzs8PDzQrl07pKen38UjQEREdO/hBqYc586dw9q1axEXFwdXV1fNNpIkyY/j4+PRu3dv7Nu3D8OHD8eFCxfw6KOPIjQ0FOnp6VizZg1Onz6N/v37AwD69esHg8GAFStWyDHOnDmDVatWYfjw4QCAwYMH47777sPOnTuxa9cuTJ48mWd2iIioxuNHSOU4evQohBBo3ry5qrxevXooKCgAAMTFxWHOnDkAgEGDBuG5556T273zzjsIDQ3FrFmz5LJFixahcePGOHz4MIKDgzFo0CAkJiaiX79+AIBvv/0W/v7+6NatGwAgNzcXr732Gu6//34AQLNmze7YeomIiGwFz8DchB07diAjIwMtW7ZUffzTvn17VbvMzExs2LABbm5u8o9pI5KdnQ0AeOGFF7B27VqcPHkSAJCUlITY2Fj5zM6rr76K559/HhEREZg9e7bcj4iIqCbjBqYcOp0OkiTh0KFDqvKgoCDodDq4uLioys0/Zrp8+TKio6ORkZGh+jly5Ai6dOkCAAgNDUXr1q3x9ddfY9euXThw4ABiY2PlGPHx8Thw4ACeeOIJ/P7772jRogV++eWXO7NgIiIiG8ENTDm8vb0RGRmJTz75BFeuXKl0/7Zt2+LAgQMIDAyETqdT/Sg3O88//zySkpKQmJiIiIgING7cWBUnODgY48ePx9q1a9GnTx8kJibe8tqIiIhsGTcwN5CQkICSkhK0b98eS5cuRVZWFg4dOoRvv/0WBw8ehL29vdW+cXFxOH/+PAYOHIidO3ciOzsbycnJeO6552AwGOR2gwYNwokTJ7BgwQL54l0AuHbtGl5++WWkpqYiJycHW7Zswc6dOxESEnJH10xERHSv40W8N9C0aVPs2bMHs2bNwpQpU3DixAk4OTmhRYsWmDhxIkaPHm21r5+fH7Zs2YLXX38dUVFRKCwsREBAAHr06AE7u7K9o6enJ/r27YtVq1YhJiZGLre3t8e5c+cwdOhQnD59GvXq1UOfPn0wY8aMO7pmIiKie50kSu+YpNfrERQUVNXzqbEee+wxtGzZEh999NFtiae8EZa1xzdbZ+0mW3dzTOVNv8zbWKvTukmYtRuHVaa9tRueVaauImupyI3arI1ZXll5a77RTdZux031KnpTOFObysatSHzezLFy75mKxODNHHkzR2vtKtLe9NsavV7PMzBV7e+//0ZqaipSU1ORkJBQ1dMhIiKyCdzAVLHQ0FD8/fffmDNnjkW+GSIiItLGDUwVO378eFVPgYiIyObwW0hERERkc7iBISIiIpvDj5CqKeVNJpWPiYiIqgOegSEiIiKbww0MERER2RxuYIiIiMjm8BqYasZYrM52eP2x/AgWyQ2NpTWSVnsAxtKsiFJZe6HZsLRcyCMpCjXmYTG+ejzLvuZZYy3nIZSxzOYtjIp2ivimmcjhFcfD/FgJo+I4GctiGEtjSGZLFkJYrE/1uhjLykzFwnyORmWWSkUb8/bW2pXG0qpTjm+qkzTK5PawrBPmx15jLVDVaczRVG96zZRlFpk6NcoUa4fhBmNZi6+MYbQsu9Ga5eflHHvVcbBynFWvt7I9LNtbtFPGlN+fGmtRVJUdc3V8lCiOkUFxDEz1xbAoE8UaMcznWKwoM90OrkSUHfPi0t8lpuMhIIpMMRRjXzG1K/19rWxlwuy3+rFlmbrE/O80Uc4j7bHM56GOrjVmxR5Z9rCMq70Ss9f9+rtSo6z8x8rnN2qvdUy15mP9eAM/iLdwIzwDQ0RERDaHGxgiIiKyOdzA3GWSJGH58uVVPQ0iIiKbViM3MLGxsZAkCZIkwdHRETqdDm+99RZKSkpu3JmIiIiqXI29iLdHjx5ITExEYWEhVq9ejbi4ONSqVQtTpkypdKyioiI4OjregVkSERGRlhp5BgYAnJyc4OPjg4CAAIwaNQoRERFYsWIF4uPj0aZNG1XbefPmITAwUH4eGxuLmJgYzJw5E35+fvJdpAMDA/H2229j4MCBcHV1RaNGjfDpp5+WO4+8vDz0798fXl5eqFu3Lnr16qW6wWNqaio6dOgAV1dXeHl5ISwsDDk5ObftOBAREdmiGruBMefi4oKioqIKt09JScGhQ4ewbt06rFy5Ui7/z3/+g9atW2PPnj2YPHkyxo4di3Xr1mnGKC4uRvfu3eHu7o5NmzZhy5YtcHNzQ48ePVBUVISSkhLExMSga9eu2Lt3L7Zu3YqRI0fy1gBERFTj1diPkEyEEEhJSUFycjJeeeWVCvdzdXXFwoULLT46CgsLw+TJkwEAwcHB2LJlC+bOnYvIyEiLGEuXLoXRaMTChQvlTUliYiK8vLyQmpqK9u3b4+LFi3jyySfRtGlTAEBISMjNLpWIiKjaqLFnYFauXAk3Nzc4OzujZ8+eGDBgAOLj4yvcv1WrVprXvXTu3NnieVZWlmaMzMxMHD16FO7u7nBzc4Obmxvq1q2LgoICZGdno27duoiNjUX37t0RHR2NDz/8EPn5+ZVaJxERUXVUY8/AhIeHY/78+XB0dISfnx8cHK4fCjs7O4usr8XFxRb9XV1db3kOly9fRrt27fDdd99Z1NWvXx/A9TMyY8aMwZo1a7B06VJMmzYN69atQ6dOnW55fCIiIltVYzcwrq6u0Ol0FuX169fHqVOnIISQP9bJyMiocNxt27ZZPLf2sU/btm2xdOlSNGjQAB4eHlZjhoaGIjQ0FFOmTEHnzp3x/fffcwNDREQ1Wo39CMmabt264ezZs3jvvfeQnZ2NTz/9FL/99luF+2/ZsgXvvfceDh8+jE8//RQ//vgjxo4dq9l28ODBqFevHnr16oVNmzbh2LFjSE1NxZgxY3DixAkcO3YMU6ZMwdatW5GTk4O1a9fiyJEjvA6GiIhqPG5gzISEhCAhIQGffvopWrdujR07dmDixIkV7j9hwgSkp6cjNDQU77zzDv773/+ie/fumm1r166NtLQ0+Pv7o0+fPggJCcGIESNQUFAADw8P1K5dGwcPHkTfvn0RHByMkSNHIi4uDi+++OLtWi4REZFNkkTpBR96vR5BQUFVPR+bFhgYiHHjxmHcuHFVNgfejRq8G3U5d0Tm3aitxOfdqFXxeTdqy36Wj7THMp+HOrrWmBV7ZNnDMq72Ssxe92pyN2q9Xs8zMERERGR7uIEhIiIim1Njv4V0JyhvAUBERER3Ds/AEBERkc3hBoaIiIhsDj9CqmbsanFPSkRE1R//tSMiIiKbww0MERER2RxuYIiIiMjm8BqYaqZAkQ1Tzq6JsjIToZEhVq41lvWzyAwrLOMpM3tCo858HlBmFjWWUyf3k8rNxFvROvOxtLIV36jOfCwYAaNGll25TmuO6sSs6mNf+sCgyBBsni3YCKF6bOpn1CgzPTfKRYq4pamDjRqvt2luRtPrKFm+3kbN7K7ClAxXIxOuel1ymVmmWqNQzEOukuSY8nxNdUKxPmNZmfmxNCrGNGqMKa/VWFZlMQ/F3KAcyxTXYn3aWXfNs+gaFBme5fim+WtmJtY+9oD6dVHOUZQ1lPuZr1k5tlYGYc0MycoMyooJCYNle2jMTZlZGmaZgSFEWQZe+TW2bG81Lq5nlzbPqFz6ZlQfD2VWYWNZ3/LqzLM3K+cr91XWmbWXDJYxhFFAMs3NqB4TRkX8EtNhMZa1K128dE1AlE7AVAaDfNDkDMbyJEuERTsBo/px6aOy51pllu21+5qeG+VWprmZ2h0RH+NGeAaGiIiIbA43MERERGRzuIG5TY4fPw5JkpCRkVHVUyEiIqr2uIGpoNjYWEiSJP94e3ujR48e2Lt3b1VPjYiIqMbhBqYSevTogfz8fOTn5yMlJQUODg548sknq3paRERENQ43MJXg5OQEHx8f+Pj4oE2bNpg8eTLy8vJw9uxZi7ZJSUnw8vJSlS1fvhySJKnKfv31V7Rt2xbOzs4ICgrCjBkzUFJy/fJyIQTi4+Ph7+8PJycn+Pn5YcyYMXdugURERDaCX6O+SZcvX8a3334LnU4Hb29vXLlypdIxNm3ahKFDh+Kjjz7CI488guzsbIwcORIAMH36dCxbtgxz587FkiVL0LJlS5w6dQqZmZm3eylEREQ2hxuYSli5ciXc3NwAAFeuXIGvry9WrlwJO7ubO5E1Y8YMTJ48GcOGDQMABAUF4e2338akSZMwffp05ObmwsfHBxEREahVqxb8/f3RoUOH27YeIiIiW8WPkCohPDwcGRkZyMjIwI4dO9C9e3f07NkTOTk5NxUvMzMTb731Ftzc3OSfF154Afn5+bh69Sr69euHa9euISgoCC+88AJ++eUX+eMlIiKimowbmEpwdXWFTqeDTqfDQw89hIULF+LKlStYsGCBRVs7OzuLzKzFxcWq55cvX8aMGTPkTVFGRgb27duHI0eOwNnZGY0bN8ahQ4eQkJAAFxcXjB49Gl26dLGIQ0REVNPwI6RbIEkS7OzscO3aNYu6+vXr49KlS7hy5QpcXV0BwCJHTNu2bXHo0CHodDqrY7i4uCA6OhrR0dGIi4vD/fffj3379qFt27a3dzFEREQ2hBuYSigsLMSpU6cAAH///Tc++eQTXL58GdHR0RZtO3bsiNq1a+ONN97AmDFjsH37diQlJana/Pvf/8aTTz4Jf39/PP3007Czs0NmZib279+Pd955B0lJSTAYDHKsb7/9Fi4uLggICLgbyyUiIrpn8SOkSlizZg18fX3h6+uLjh07YufOnfjxxx/RrVs3i7Z169bFt99+i9WrV6NVq1ZYvHgx4uPjVW26d++OlStXYu3atXjooYfQqVMnzJ07V96ghlXr6wAAIABJREFUeHl5YcGCBQgLC8ODDz6I9evX43//+x+8vb3vwmqJiIjuXZIovVBDr9cjKCioqudDt4h3o7Zex7tRq2PxbtTqMXk3avXYvBs170Z9L9+NWq/X8wwMERER2R5uYIiIiMjmcANDRERENocbGCIiIrI53MAQERGRzWEemGrGuZbpkaRRq1VGRERke3gGhoiIiGwONzBERERkc7iBISIiIpvDa2Cqmau4CsCU3VWdGdYIAcks0yokU3ZEZTbYsjK5r6TIJmlqpngk/9cUXyrrK7dTZuc1G98oPxVlmWQV/YVF3LIyObusaS2KGMo2RsmyTJi1U7Yx1ZliSUIRA+WPZZpPWWZbxZjljKWVCdeUUdMoLGMYFP3kzJvmYwqhand9bKPFfI0aaymbo9EihtZaDKLs1TOfx/WMuaXtFHPVWotB7mssjatcp7AoK4F67dfL1PM1KI6teVwjhCoeAJRAwCjUcYsVay4xe61KhECxWYxiRWbiotKyIsVxKCj9XVja5pIyK62cjlbxWPlbWW+1TpT90opRbvxy4hphWWaWiVe7TiOuUWj3tYhxgzGNVtZnbe3ljlWRdVo5fhVZi/Em5mbqYB7fYKV92V8i6vZGrbWgLFOvMpZy/ebHwzyutTEt1nyDMU1Fy3NwIzwDQ0RERDaHGxgiIiKyOdzAEBERkc2p8RuYU6dOYezYsdDpdHB2dkbDhg0RFhaG+fPn4+rVq1U9PSIiItJQoy/i1ev1CAsLg5eXF2bNmoVWrVrByckJ+/btwxdffIFGjRrhqaeesuhXXFyMWrVqaUQkIiKiu6FGn4EZPXo0HBwckJ6ejv79+yMkJARBQUHo1asXVq1ahejoaACAJEmYP38+nnrqKbi6umLmzJkAgP3796Nnz55wc3NDw4YNMWTIEPz1119yfKPRiHfffRdNmjSBi4sLWrdujZ9++kmuT01NhSRJSElJQfv27VG7dm3861//wqFDh+Q2mZmZCA8Ph7u7Ozw8PNCuXTukp6ffpSNERER0b6qxG5hz585h7dq1iIuLg6urq2YbSSpLvR8fH4/evXtj3759GD58OC5cuIBHH30UoaGhSE9Px5o1a3D69Gn0799f7vPuu+/i66+/xmeffYYDBw5g/PjxePbZZ7Fx40bVOFOnTsUHH3yA9PR0ODg4YPjw4XLd4MGDcd9992Hnzp3YtWsXJk+ezLM/RERU49XYj5COHj0KIQSaN2+uKq9Xrx4KCgoAAHFxcZgzZw4AYNCgQXjuuefkdu+88w5CQ0Mxa9YsuWzRokVo3LgxDh8+jICAAMyaNQvr169H586dAQBBQUHYvHkzPv/8c3Tt2lXuN3PmTPn55MmT8cQTT6CgoADOzs7Izc3Fa6+9hvvvvx8A0KxZsztwNIiIiGxLjd3AWLNjxw4YjUYMHjwYhYWFcnn79u1V7TIzM7Fhwwa4ublZxMjOzkZxcTGuXr2KyMhIVV1RURFCQ0NVZQ8++KD82NfXFwBw5swZ+Pv749VXX8Xzzz+Pb775BhEREejXrx+aNm16y+skIiKyZTV2A6PT6SBJkup6E+D6WRIAcHFxUZWbf8x0+fJlREdHy2dolHx9fbF//34AwKpVq9CoUSNVvZOTk+q58iMh08dWRuP1lIbx8fEYNGgQVq1ahd9++w3Tp0/HkiVL0Lt37wqvlYiIqLqpsRsYb29vREZG4pNPPsErr7xi9ToYa9q2bYtly5YhMDAQDg6Wh7FFixZwcnJCbm6u6uOimxEcHIzg4GCMHz8eAwcORGJiIjcwRERUo9XYi3gBICEhASUlJWjfvj2WLl2KrKwsHDp0CN9++y0OHjwIe3t7q33j4uJw/vx5DBw4EDt37kR2djaSk5Px3HPPwWAwwN3dHRMnTsT48ePx1VdfITs7G7t378bHH3+Mr776qkLzu3btGl5++WWkpqYiJycHW7Zswc6dOxESEnK7DgEREZFNqrFnYACgadOm2LNnD2bNmoUpU6bgxIkTcHJyQosWLTBx4kSMHj3aal8/Pz9s2bIFr7/+OqKiolBYWIiAgAD06NEDdnbX94Vvv/026tevj3fffRd6vR5eXl5o27Yt3njjjQrNz97eHufOncPQoUNx+vRp1KtXD3369MGMGTNuy/qJiIhslSRKb5uq1+vl6z/IdvFu1ODdqM3HFLwbtbI970Zt9ttq/HLi8m7U1o9fRdbCu1FbH9NUdIO7Uev1+pr9ERIRERHZJm5giIiIyOZwA0NEREQ2hxsYIiIisjk1+ltI1VFt1L7+QLLSwFp5RdtUpD8REdEdxjMwREREZHO4gSEiIiKbww0MERER2RxeA1PdFPwFwJRIyyxxkGQsSyYkmdUpEySZ97tRO1Ws8uKi/HbW6hQJ4VR1wmhWZiyrk4yqMkkoUvUpyixjKNpIGnG1xrIoU/4uJ67ptYCxbE7KMlN7YbCMoRrfrMxQXntFP/mxQaNMq71BXWY0KsZQ1Amz42FUxtc4VlprMWqMbxrHYkzF3EzHz6jRzlje8TAoxlTGLSlbqzy+ed+SsufysS8p+20sKesLAKJQkbir9LdB8dzsLanK/GhU/DY7NMo2WmWqvqZ+5m835dtVo0zrj4v5SwStt4LyZdf4I1TeH2XTY+UfRzk3mqlO420nFOuV3xal1/AZFXFVZSh7DABCUaeZD6603qCIL8fVaG8aS2i11xhLbq9oYzE3Y9ljee0acbXy+hkU/bRimI+vbKNVZ97OqJELT+v4yf0Ufafkm/27oYFnYIiIiMjmcANDRERENocbGCIiIrI51XoDk5eXh+HDh8PPzw+Ojo4ICAjA2LFjce7cuaqeGhEREd2CaruB0ev1aN++PY4cOYLFixfj6NGj+Oyzz5CSkoLOnTvj/Pnzmv2Kioru8kyJiIiosqrtBiYuLg6Ojo5Yu3YtunbtCn9/f/Ts2RPr16/HyZMnMXXqVABAYGAg3n77bQwdOhQeHh4YOXIkAOD1119HcHAwateujaCgILz55psoLi6W48fHx6NNmzb45ptvEBgYCE9PTzzzzDO4dOmS3ObSpUsYPHgwXF1d4evri7lz56Jbt24YN26c3KawsBATJ05Eo0aN4Orqio4dOyI1NVWuz8nJQXR0NOrUqQNXV1e0bNkSq1evvsNHj4iI6N5WLTcw58+fR3JyMkaPHg0XFxdVnY+PDwYPHoylS5fKX819//330bp1a+zZswdvvvkmAMDd3R1JSUn4v//7P3z44YdYsGAB5s6dq4qVnZ2N5cuXY+XKlVi5ciU2btyI2bNny/WvvvoqtmzZghUrVmDdunXYtGkTdu/erYrx8ssvY+vWrViyZAn27t2Lfv36oUePHjhy5AiA6xuxwsJCpKWlYd++fZgzZw7c3Nxu+zEjIiKyJdUyD8yRI0cghEBISIhmfUhICP7++2+cPXsWAPDoo49iwoQJqjbTpk2THwcGBmLixIlYsmQJJk2aJJcbjUYkJSXB3d0dADBkyBCkpKRg5syZuHTpEr766it8//33eOyxxwAAiYmJ8PPzk/vn5uYiMTERubm5cvnEiROxZs0aJCYmYtasWcjNzUXfvn3RqlUrAEBQUNCtHh4iIiKbVy03MCZlyc/K1759e4uypUuX4qOPPkJ2djYuX76MkpISeHh4qNoEBgbKmxcA8PX1xZkzZwBcvwanuLgYHTp0kOs9PT3RvHlz+fm+fftgMBgQHBysiltYWAhvb28AwJgxYzBq1CisXbsWERER6Nu3Lx588MEKrYuIiKi6qpYfIel0OkiShKysLM36rKws1KlTB/Xr1wcAuLq6quq3bt2KwYMH4/HHH8fKlSuxZ88eTJ061eIC31q1aqmeS5IEoyk1ZAVcvnwZ9vb22LVrFzIyMuSfrKwsfPjhhwCA559/Hnq9HkOGDMG+ffvQvn17fPzxxxUeg4iIqDqqlhsYb29vREZGIiEhAdeuXVPVnTp1Ct999x0GDBgASZI0+//xxx8ICAjA1KlT0b59ezRr1gw5OTmVmkNQUBBq1aqFnTt3ymUXL17E4cOH5eehoaEwGAw4c+YMdDqd6sfHx0du17hxY7z00kv4+eefMWHCBCxYsKBScyEiIqpuquUGBgA++eQTFBYWonv37khLS0NeXh7WrFmDyMhINGrUCDNnzrTat1mzZsjNzcWSJUuQnZ2Njz76CL/88kulxnd3d8ewYcPw2muvYcOGDThw4ABGjBgBOzs7eeMUHByMwYMHY+jQofj5559x7Ngx7NixA++++y5WrVoFABg3bhySk5Nx7Ngx7N69Gxs2bLB6bQ8REVFNUW03MM2aNUN6ejqCgoLQv39/NG3aFCNHjkR4eDi2bt2KunXrWu371FNPYfz48Xj55ZfRpk0b/PHHH/K3kyrjv//9Lzp37ownn3wSERERCAsLQ0hICJydneU2iYmJGDp0KCZMmIDmzZsjJiYGO3fuhL+/PwDAYDAgLi4OISEh6NGjB4KDg5GQkFD5A0JERFSNSKL0Sle9Xs9vuNxhV65cQaNGjfDBBx9gxIgRd2YQ3o0avBs170bNu1FblvFu1LwbtWk+1eFu1Hq9vnp/C6mq7dmzBwcPHkSHDh1w8eJFvPXWWwCAXr16VfHMiIiIbBs3MHfY+++/j0OHDsHR0RHt2rXDpk2bUK9evaqeFhERkU3jBuYOCg0Nxa5du6p6GkRERNVOtb2Il4iIiKovbmCIiIjI5vAjpOrG+fr1Ndop+mzX7VhPdTsmRID2+5rvdaoJeAaGiIiIbA43MERERGRzuIEhIiIim8NrYKqbaxev/1ZmPYVGCkuLDLEaGXArXGYaXMAi9WZlyqzOW6O9KiOrWSpQo5W0nBYZYjXSiGplnlVlcC0nrtEsBacyBSiUsUwZc8uJqxxTjquVRVcxtvlYmvFNKTg1suiq0pNqHSvDjWMIcb1c2U752yJLsDLtqMF6mVHRXh5fI8Ov8lhprcEU02g2N6PRytzMshsrj5HBbEyDoq5EMXaJaXyU1mnMrVjxfjI9Nh3HEsXcChXZja+ZXufS3xdNGX+LUZbat4x5XlPlc9M1M8qEuKKcMnGDMlO/irbXSj5ckTENN2hX2bVUZB43GlNrLGvtjVbaVzaGWZJlGBXz1Korr0wrKfTNxrDWriIxPjTP4K6BZ2CIiIjI5nADQ0RERDaHG5h7TGxsLGJiYqp6GkRERPc0bmBuUmxsLCRJgiRJqFWrFpo0aYJJkyahoKCgqqdGRERU7fEi3lvQo0cPJCYmori4GLt27cKwYcMgSRLmzJlT1VMjIiKq1ngG5hY4OTnBx8cHjRs3RkxMDCIiIrBu3Tq5Pi8vD/3794eXlxfq1q2LXr164fjx43K9wWDAq6++Ci8vL3h7e2PSpEkQZlde//TTT2jVqhVcXFzg7e2NiIgIXLly5W4tkYiI6J7EDcxtsn//fvzxxx9wdHQEABQXF6N79+5wd3fHpk2bsGXLFri5uaFHjx4oKioCAHzwwQdISkrCokWLsHnzZpw/fx6//PKLHDM/Px8DBw7E8OHDkZWVhdTUVPTp08dik0NERFTT8COkW7By5Uq4ubmhpKQEhYWFsLOzwyeffAIAWLp0KYxGIxYuXAhJup5lITExEV5eXkhNTUVUVBTmzZuHKVOmoE+fPgCAzz77DMnJyXL8/Px8lJSUoE+fPggICAAAtGrV6i6vkoiI6N7DDcwtCA8Px/z583HlyhXMnTsXDg4O6Nu3LwAgMzMTR48ehbu7u6pPQUEBsrOzcfHiReTn56Njx45ynYODA9q3by+fYWndujUee+wxtGrVCt27d0dUVBSefvpp1KlT5+4tkoiI6B7EDcwtcHV1hU6nAwAsWrQIrVu3xpdffokRI0bg8uXLaNeuHb777juLfvXr169QfHt7e6xbtw5//PEH1q5di48//hhTp07F9u3b0aRJk9u6FiIiIlvCa2BuEzs7O7zxxhuYNm0arl27hrZt2+LIkSNo0KABdDqd6sfT0xOenp7w9fXF9u3b5RglJSXYtWuXKq4kSQgLC8OMGTOwZ88eODo6qq6TISIiqom4gbmN+vXrB3t7e3z66acYPHgw6tWrh169emHTpk04duwYUlNTMWbMGJw4cQIAMHbsWMyePRvLly/HwYMHMXr0aFy4cEGOt337dsyaNQvp6enIzc3Fzz//jLNnzyIkJKSqlkhERHRP4AbmNnJwcMDLL7+M9957D0IIpKWlwd/fH3369EFISAhGjBiBgoICeHh4AAAmTJiAIUOGYNiwYejcuTPc3d3Ru3dvOZ6HhwfS0tLw+OOPIzg4GNOmTcMHH3yAnj17VtUSiYiI7gmSKL1iVK/XIygoqKrnQ7eKd6Pm3ah5N2rejZp3o+bdqDXKymtva3ej1uv1PANDREREtocbGCIiIrI53MAQERGRzeEGhoiIiGwONzBERERkc5iJt7px8azqGRDRPUi6wXMAsL8bEyG6TXgGhoiIiGwONzBERERkc7iBISIiIpvDa2CqmRL8WfpIKw+mZZkoNzdlxWKoY11/LGmUaeeOrMgchdk8Tb/VZcoxpXLjKjPalpZJWtljFdlRTbHMM+BCQNIok/tplUmmDK7KLLbqsSRVpl+zeQhDWeZbWG8nqdqbxzCq45WWlfUpqWT7srKyjLpm81Fm8y1du6TKmqzM8KuR9VeOb5b916jIVixn3TUCRo01ANcz18plRaVlJYo1lyjKUFpW+tsA7TLT84qka9WIIRTthfnbVPHHRZmw2fwtq4pldkihTFxdTgpXZRuLt4zG21+VJNu8TmNMqzE0kiCbYpZbpkzGbC0BtPIto/ijJx8GZZnpsaRek1EoYpTWKRMvGxX9LJJZK+o0E1xLGvMwvVUlsxhC8VZX9LNYi2R9LQblPBT9LOYhWcZVPreYGyzH1Jqb8rnRLIZBsa5PjpefiRfgGRgiIiKyQdzAEBERkc3hBqYSkpKS4OXlVdXTICIiqvG4gSklhEBERAS6d+9uUZeQkAAvLy+cOHHCou7atWuYPn06goOD4eTkhHr16qFfv344cOBAhcbt1q0bJEmSfxo2bIh+/fohJyfnltdERERUXXEDU0qSJCQmJmL79u34/PPP5fJjx45h0qRJ+Pjjj3Hfffep+hQWFiIiIgKLFi3CO++8g8OHD2P16tUoKSlBx44dsW3bNqvjFRUVyY9feOEF5Ofn488//8Svv/6KvLw8PPvss1b7CiFQUlJyC6slIiKybdzAKDRu3BgffvghJk6ciGPHjkEIgREjRiAqKgpDhgyxaD9v3jxs3boVK1euRP/+/REQEIAOHTpg2bJlCAkJwYgRIyBKL6+OjY1FTEwMZs6cCT8/PzRv3lyOU7t2bfj4+MDX1xedOnXCyy+/jN27d8v1qampkCQJv/32G9q1awcnJyds3rz5zh8QIiKiexS/Rm1m2LBh+OWXXzB8+HD06dMH+/fvt/px0Pfff4/IyEi0bt1aVW5nZ4fx48dj8ODByMzMRJs2bQAAKSkp8PDwwLp166yOf/78efzwww/o2LGjRd3kyZPx/vvvIygoCHXq1LmFVRIREdk2bmA0fPHFF2jZsiXS0tKwbNky1K9fX7Pd4cOHER4erlkXEhIitzFtYFxdXbFw4UI4Ojqq2iYkJGDhwoUQQuDq1asIDg5GcnKyRcy33noLkZGRt7I0IiKiaoEfIWlo0KABXnzxRYSEhCAmJqbctqaPiCqiVatWFpsXABg8eDAyMjKQmZmJzZs3Q6fTISoqCpcuXVK1a9++fYXHIiIiqs64gbHCwcEBDg7ln6AKDg5GVlaWZp2pPDg4WC5zdXXVbOvp6QmdTgedToewsDB8+eWXOHLkCJYuXapqZ60/ERFRTcMNzC145plnsH79emRmZqrKjUYj5s6dixYtWlhcH1MR9vbXb2p/7dq12zJPIiKi6oYbmFswfvx4dOjQAdHR0fjxxx+Rm5uLnTt3om/fvsjKysKXX34JSZJuGOfq1as4deoUTp06hczMTIwaNQrOzs6Iioq6C6sgIiKyPdzA3AJnZ2f8/vvvGDp0KN544w3odDr06NED9vb22LZtGzp16lShOAsWLICvry98fX0RHh6Ov/76C6tXr1Z91ZqIiIjKSKL0KlS9Xo+goKCqng/dIt6NGrwbNe9GzbtR827UvBt1Nb8btV6v5xkYIiIisj3cwBAREZHN4QaGiIiIbA43MERERGRzuIEhIiIim8N7IVUzDvCr6inYDqn0x7yM6C6TrDwmIut4BoaIiIhsDjcwREREZHO4gSEiIiKbw2tgqplC7Cp9pJF5VpUW1DyzrVZ23Btl4r1xdlztMqMia64pi65Rfq58DFzPKCuEWQxVplyNFKPllSljmMVVZcA1z5grKWJolWmkUJUsyhSvgSrFqTqupMxYa5bqVBJCnZnWLIbc12C5TkmVAtQ8ZahivhaZbZXtlWOqM+tCmW1XmaLTFMsiZahyDYo68+OsFUOVnrS8dkbLOoNZnVCuq5x2yvnKyZBNzxWvi8FQ1t5g9noYDGV9DSVmvwVgKFa3L1G2V/wu7SL/Niiem9cVmz0GgKLSHwAoNPtdAuCyot1tZP43ilbZjerMc7QKK+3MY9zob0Jr+cGtta9oO2vttRI7VzaGERKMpVdOGUvPSRghwaBRZnpe1tdOI4ZUOjdJHt+8Tt3eNB/L9gbNvsp5m8cvW9dr4gRuhGdgiIiIyOZwA3MDSUlJ8PLyquppAABSU1MhSRIuXLhQ1VMhIiKqUjV6AyOEQEREBLp3725Rl5CQAC8vL5w4YXka69q1a5g+fTqCg4Ph5OSEevXqoV+/fjhw4ECFxu3WrRskSYIkSXB2dkZwcDDeffddCGF+YpSIiIi01OgNjCRJSExMxPbt2/H555/L5ceOHcOkSZPw8ccf47777lP1KSwsREREBBYtWoR33nkHhw8fxurVq1FSUoKOHTti27ZtVscrKir7MPmFF15Afn4+Dh06hClTpuDf//43Pvvss9u/SCIiomqoRm9gAKBx48b48MMPMXHiRBw7dgxCCIwYMQJRUVEYMmSIRft58+Zh69atWLlyJfr374+AgAB06NABy5YtQ0hICEaMGCGfSYmNjUVMTAxmzpwJPz8/NG/eXI5Tu3Zt+Pj4ICAgAM899xwefPBBrFu3TjXW6tWrERwcDBcXF4SHh+P48eN39FgQERHZCn4LCcCwYcPwyy+/YPjw4ejTpw/2799v9eOg77//HpGRkWjdurWq3M7ODuPHj8fgwYORmZmJNm3aAABSUlLg4eFhsTkxEUJg8+bNOHjwIJo1ayaX5+XloU+fPoiLi8PIkSORnp6OCRMm3KYVExER2TZuYEp98cUXaNmyJdLS0rBs2TLUr19fs93hw4cRHh6uWRcSEiK3MW1gXF1dsXDhQjg6OqraJiQkYOHChSgqKkJxcTGcnZ0xZswYuX7+/Plo2rQpPvjgAwBA8+bNsW/fPsyZM+eW10pERGTravxHSCYNGjTAiy++iJCQEMTExJTbtjIX27Zq1cpi8wIAgwcPRkZGBrZs2YKePXti6tSp+Ne//iXXZ2VloWPHjqo+nTt3rvC4RERE1RnPwCg4ODjAwaH8QxIcHIysrCzNOlN5cHCwXObq6qrZ1tPTEzqdDgDwww8/QKfToVOnToiIiLiZqRMREdUoPANTSc888wzWr1+PzMxMVbnRaMTcuXPRokULi+tjbsTNzQ1jx47FxIkT5bM7ISEh2LFjh6pded9wIiIiqkm4gamk8ePHo0OHDoiOjsaPP/6I3Nxc7Ny5E3379kVWVha+/PJLSJJU6bgvvvgiDh8+jGXLlgEAXnrpJRw5cgSvvfYaDh06hO+//x5JSUm3eTVERES2iRuYSnJ2dsbvv/+OoUOH4o033oBOp0OPHj1gb2+Pbdu2oVOnTjcVt27duhg6dCji4+NhNBrh7++PZcuWYfny5WjdujU+++wzzJo16zavhoiIyDZJovQzC71ej6CgoKqeD90i3syxdF68mSNv5sibOfJmjmaPeTPH6nMzR71ezzMwREREZHu4gSEiIiKbww0MERER2RxuYIiIiMjmcANDRERENoeZeKsZJ7Sr6incflLpDxHZPMnsN9HN4hkYIiIisjncwBAREZHN4QaGiIiIbA6vgaluis8BAIxCkdNQmYHW9FjOMluaC1GZUVbVzyyGpMh6Kmllx9VobxHXytxMzzUy4ArNduaZZLWy45bleqxIJl5VP8mU2VaUtiiLoSyTs9dqZOJVzcniGGmVmUIoxrGYNyzXpxFDUh0X8/UJy4y2yveHRfZaazHMcqIqyyyy6Rosy4RRkTFYkenX/DVVZgY2GM3qBFBO9mHL9or4qrjmx1SjzKB8b8EsvnIMU53GcVZl+DVrL4SV7L+l7RT9yt66pZmr5czAouz9qZijUL2Wpe2N6tdDGEz9DPLaRen6hFFAlGYVljTKTO1Mx1SUGK/HASCKy8pgLC4tK60rMkIYSydfUHC97IqpveKPqGn6sMxGC42y8uq0coxrxb2Z9mZ/C1Q6m6+1scprX15edfPfohJlBsVj81gVKVPGKG+OWmt/3fzvFg08A0NEREQ2hxsYIiIisjncwNiQ+Ph4tGnTpqqnQUREVOW4gblJeXl5GD58OPz8/ODo6IiAgACMHTsW586du2FfSZLkHw8PDzz00EP49ddf78KsiYiIqgduYG6CXq9H+/btceTIESxevBhHjx7FZ599hpSUFHTu3Bnnz5/X7FdUVHZf+sTEROTn5yM9PR1hYWF4+umnsW/fvru1BCIiIpvGDcxNiIuLg6OjI9auXYuuXbvC398fPXv2xPr163Hy5ElMnToVABAYGIi3334bQ4cOhYeHB0aOHCnH8PLygo+PD4KDg/H222+jpKQEGzZsUI0ze/ZsNGzYEO7u7hgxYgQKSq/QJyIiqum4gamk8+fPIzk5GaNHj4b+OaKSAAAgAElEQVSLi4uqzsfHB4MHD8bSpUvlr/2+//77aN26Nfbs2YM333zTIl5JSQm+/PJLAICjo6Nc/sMPPyA+Ph6zZs1Ceno6fH19kZCQcAdXRkREZDuYB6aSjhw5AiEEQkJCNOtDQkLw999/4+zZswCARx99FBMmTLBoN3DgQNjb2+PatWswGo0IDAxE//795fp58+ZhxIgRGDFiBADgnXfewfr163kWhoiICDwDc9NEBZLsAED79u01y+fOnYuMjAz89ttvaNGiBRYuXIi6devK9VlZWejYsaOqT+fOnW9+wkRERNUINzCVpNPpIEkSsrKyNOuzsrJQp04d1K9fHwDg6uqq2c7Hxwc6nQ5RUVFITEzEgAEDcObMmTs2byIiouqEG5hK8vb2RmRkJBISEnDt2jVV3alTp/Ddd99hwIABkKSK3yy+Q4cOaNeuHWbOnCmXhYSEYPv27ap227Ztu7XJExERVRPcwNyETz75BIWFhejevTvS0tKQl5eHNWvWIDIyEo0aNVJtRCpq3Lhx+Pzzz3Hy5EkAwNixY7Fo0SIkJibi8OHDmD59Og4cOHC7l0JERGSTuIG5Cc2aNUN6ejqCgoLQv39/NG3aFCNHjkR4eDi2bt2qupalonr06IEmTZrIm58BAwbgzTffxKRJk9CuXTvk5ORg1KhRt3spRERENkkSpVej6vV6BAUFVfV86FbxbtS8G7U8ZDmvC+9GrRHX/JjybtTXy3g3at6N2jJWRcqUMW733aj1ej3PwBAREZHt4QaGiIiIbA43MERERGRzuIEhIiIim8MNDBEREdkc3gupuqnlDYA7U6LqzjxVplbqzIqn0ySyPfx3joiIiGwONzBERERkc7iBISIiIpvDa2CqmcJLRQAAIYRGklRFgXlWTvk/gFBkdC3rYpbZUxlPkYhUTqILUybZysdQzUmeh1k7ocg2ajCLpVi7JGcWVRwPZVZTIVR9yxL3GrXHNKrbCSEU2UzV8YUQZdlRlePIY2iUmWdQFaJsDco28lLLMqlK5sdB0b7s2JSWGcoyuSozCVtka1VllDWbm1HIr7ccv8SoSKtZ+h4onZekyBArlZTN0bQ+O9NxNJStRW5X2s+uuOw1QGmdZBSQimDZrqQ0RpE626xkEJAKFOsCIF01QioufXym7LhIqnyugARlmWVOVKn0oKvblMYtJ/+qVE5+UslKDlfr8zBYqdMay7Lv9WfieuZpRZ0RRrlMKGKYl6mfG+S+5nGV8c3LymIZNOIaVeNba2dUtDHKdULuZVQ8LpuFqUxSxVC214qhPhpS6ZGsaHvzMkUi5wrGMF+zKD0i5mUVaa9uZx6jrJ/RrE67vVC99ubtted2/fE8cQo3wjMwREREZHO4gSEiIiKbww2MDZEkCcuXL6/qaRAREVU5bmAqKTY2FpIkQZIkODo6QqfT4a233kJJSUmF+sfHx8v97e3t0bhxY4wcORLnz5+/wzMnIiKqPngR703o0aMHEhMTUVhYiNWrVyMuLg61atXClClTKtS/ZcuWWL9+PQwGA7KysjB8+HBcvHgRS5cuvcMzJyIiqh54BuYmODk5wcfHBwEBARg1ahQiIiKwYsUKxMfHo02bNqq28+bNQ2BgoKrMwcEBPj4+aNSoESIiItCvXz+sW7dO1ebIkSPo0qULnJ2d0aJFC4t6IiKimoxnYG4DFxcXnDt37qb6Hj9+HMnJyXB0dJTLjEYj+vTpg4YNG2L79u24ePEixo0bd7umS0REZPO4gbkFQgikpKQgOTkZr7zySoX77du3D25ubjAYDCgouJ6Q4r///a9cv379ehw8eBDJycnw8/MDAMyaNQs9e/a8vQsgIiKyUdzA3ISVK1fCzc0NxcXFMBqNGDRoEOLj4/Gf//ynQv2bN2+OFStWoKCgAN9++y0yMjJUG6CsrCw0btxY3rwAQOfOnW/7OoiIiGwVr4G5CeHh4cjIyMCRI0dw7do1fPXVV3B1dYWdnZ062y2A4uJii/6mby898MADmD17Nuzt7TFjxoy7NX0iIiKbxw3MTXB1dYVOp4O/vz8cHMpOYtWvXx+nTp1SbWIyMjJuGG/atGl4//338eeffwIAQkJCkJeXh/z8fLnNtm3bbuMKiIiIbBs3MLdRt27dcPbsWbz33nvIzs7Gp59+it9+++2G/Tp37owHH3wQs2bNAgBEREQgODgYw4YNQ2ZmJjZt2oSpU6fe6ekT0f+3d+/RUZT3/8DfT24kZoFgDGSRcImbXxpoAwiVW6mAXBUsXhDQI+aAHsV6AaGglUpKgYNco0A4IDdPqWn0WBFB8JIjWk6RiGXLTYi4QKVsClrwSyAm2Z35/ZGdmWdmZ0MSCDjJ+3UO7uxz+TzPzG7ic2Y3n4eIHIMLmKsoKysL+fn5WLlyJbp27Yri4mJMnz69Vn2nTp2KtWvX4ttvv0VUVBTeeecdlJeX47bbbsOjjz6KefPmNfDsiYiInEOooc87fD4f0tPTr/d86ApxN2pwN2ruRs3dqG3r7MYK71v9jLtRw9KGu1H/tHaj9vl8vANDREREzsMFDBERETkOFzBERETkOFzAEBERkeNwAUNERESOw60EGplmzeMu34iIiMjheAeGiIiIHIcLGCIiInIcLmCIiIjIcfgdmMbmx7LqR1VKgWtOfWv/CKm9lgZS2JSpKqT0q+Y6OYaUSVZK8WuUKdKcrPMRNmPK89QeIp2LqgKKnmY2fEy5nT4Nuzq7uGoNcW3OJSyuEiEu7GMELddBayNnyLWWWV8DBTbZghF+PaTMxGGxFGhJVc1l1nZ289X6Sdl8EZDKpAy8+mPAGkPqZ8nOayrTxg6oRlmVpX2VCmiZe6ukOWoZe7XHKgA/ho7LQo//A6Q3jYVdeV3ayhlu5Ry5qnQc3lK1lMiRa4oRaSzAmlXVqLPLRmvXzogB/Virs2Z8VS315vaRMsmGj2mXSbb6uagx2605yy3C2hnnrpUJvU0wbB52MeRrZY5rd/0UU67kmuZttLFrr9iU1dxeO6+aXlujn931s48bfg5av5pivKHm43J4B4aIiIgchwsYIiIichwuYK6BEydOQAgBr9d7vadCRETUKHABU0c5OTkQQkAIgdjYWHTq1AkzZszAjz/+ePnOIdqCRvuXnJyMoUOHYt++fQ04cyIiosaDC5h6GD58OPx+P3w+H5YtW4bVq1dj9uzZdY7z8ccfw+/344MPPkBZWRlGjBiB8+fPN8CMiYiIGhcuYOqhWbNmSE1NRVpaGkaPHo3Bgwfjo48+0uuLi4vRvXt3xMfHo2fPnhHvrCQnJyM1NRU9e/bE4sWL8d///hd79uwBAAghsHnzZlP7pKQkbNy4scHOi4iIyCn4Z9RX6ODBg/jHP/6BDh06AADKysowcuRIDBkyBJs2bcLx48fx7LPPXjZOQkICAKCysvIyLYmIiIgLmHrYunUrXC4XAoEAKioqEBUVhRUrVgAA3njjDSiKgnXr1iE+Ph5dunTBqVOnMHny5Ijxzp8/jz/96U9wuVy47bbbrtVpEBERORYXMPUwcOBArFq1ChcvXsSyZcsQExOD++67DwDw1VdfITs7G/Hx8Xr7Pn362Mbp27cvoqKicPHiRaSnp6OwsBBt2rS5JudARETkZFzA1ENiYiI8Hg8AYP369ejatSvWrVuHSZMm1SlOYWEhOnfujOTkZCQlJZnqhBBQ5Qy6AKqqqq5s4kRERI0Ev8R7haKiovD73/8es2bNQnl5ObKysrB//37Tn1V//vnntn3T0tJwyy23hC1eACAlJQV+v19//vXXX+PSpUtX/wSIiIgciAuYq2DMmDGIjo7GypUr8eCDD0IIgcceewyHDx/G+++/j8WLF9c55qBBg7BixQrs27cPe/fuxRNPPIHY2NgGmD0REZHzcAFzFcTExOCpp57CwoULIYTAe++9hwMHDqB79+548cUX8fLLL9c55pIlS5CWlob+/fvjwQcfxPTp03HDDTc0wOyJiIicR6ihL1r4fD6kp6df7/nQleJu1NyNmrtRczfqWsTgbtTW+XI3auv1+CnvRu3z+XgHhoiIiJyHCxgiIiJyHC5giIiIyHG4gCEiIiLHYSK7xibedb1nQET1JCIcE1E43oEhIiIix+EChoiIiByHCxgiIiJyHH4HppEpD1anBlKlJG1GXjojcVCNdaEDVRgJ1ky56uRkcrWIL1RzMiSoRnIja846KKFx5Xlo5wMj2RJUo8zIB6eGtZfr9GRdilRm0zesTroecl8tvrWvYqqrYW7yPKRrExYfljIFUKzXyGYepnOXX1NY8ukhfL6K3fWQXo+wayS3t5RBvmaKTZm1vaoaye8U1VInHQdtyuQkekH794cpcaBiXA/tBE2xrOMrRkBhTbanqhCWeZvKjItrkxQwFDNo7gsACBg/Q6bkfZYEgEI+Jz0poDROQGsnjRkwt9PPsyr8NRAV4WOiHFCD4WUAgDJV/x6P9h4zUrRJv0ekMvOx9ly1lBhlwtTOelzTWEYMOa2bXbo165jyo1JD3PD49jFqN7fI7RUoUrI4JVSmQtGPjTKtjSL1DW9fczvtuWpTZm2vRogLaDkvjXZG3OrjAnUbLod3YIiIiMhxuIAhIiIix+EChoiIiByHC5g6ysnJgRBC/5ecnIzhw4dj//79tY6xc+dOU4w2bdrgvvvug8/na8CZExERNR5cwNTD8OHD4ff74ff7UVRUhJiYGIwcObLOcY4ePYrTp0/jrbfewqFDhzBq1CgEg8HLdyQiImriuICph2bNmiE1NRWpqano1q0bnn/+eXz77bc4e/asfnfl/Pnzenuv1wshBE6cOGGK07p1a7jdbvz617/GSy+9hMOHD+PYsWM4ceIEhBDwer162/Pnz0MIgZ07d16jsyQiIvrp4gLmCpWVlWHTpk3weDxITk6ud5yEhAQAQGVl5dWaGhERUaPFPDD1sHXrVrhc1XsOXbx4EW63G1u3bkVUVP3Wg36/H4sXL8bNN9+MzMxMnD59+mpOl4iIqNHhHZh6GDhwILxeL7xeL4qLizFs2DCMGDECJ0+erFOcdu3aITExEW3btsXFixfx9ttvIy4uroFmTURE1HjwDkw9JCYmwuPx6M/Xrl2Lli1b4rXXXsPQoUMBSBktAVRVVdnG+fvf/44WLVqgdevWaN68uV6u3cmpTQwiIqKmiHdgrgIhBKKiolBeXo6UlBQA1R8LaeQv48o6deqEW265xbR4AVCnGERERE0R78DUQ0VFBUpLSwEA586dw4oVK1BWVoZRo0bB4/EgLS0Nubm5mDdvHkpKSrBkyZI6xU9ISEDv3r2xYMECdOrUCWfOnMGsWbMa4lSIiIgciXdg6mHHjh1wu91wu93o1asXvvjiC7z11lsYMGAAYmNjUVBQgCNHjiA7Oxsvv/wy5s6dW+cx1q9fj0AggB49emDKlCn1ikFERNRYCTX0RQufz4f09PTrPR+6QtyN2rLjs1Sn7+HK3ai5GzV3o+Zu1NyN2tG7Uft8Pt6BISIiIufhAoaIiIgchwsYIiIichwuYIiIiMhxuIAhIiIix2EemEYmIZprUiIiavz4fzsiIiJyHC5giIiIyHG4gCEiIiLH4XdgGpmL+AGAlq/RnE0VqqpnYjXyTBoZPvX8jiK8zMiiKGVO1cqkrLDh8aFnD5Xno2f8tJuPNQssVNPO3ICWidaSadXUQzsFY45yXk6tTi414sI0nimufqrG/K1jGRky5Qy71syaUlZcKYOxanNOeuJZqc4Y02inaEmKbTIDGwlqw18D+TW2np/8PCxzrxTDSPhqzMOaxVlRhTQnYcQIdZCTxmoZl/XxFam9am4PRRjHoTrFMsblYlRnJjb6au1V7ZrKcwwd6wlzpbkqipEpWothZKAO9ZOzICvmMVVV6BmPoUYeE4qQkviar5Uq1Wm5au3GhAoEVfN8jV8Halh2XsUug7FUZmSPrn4UQbkMRgwpg7LWXpUzEUsd7DI1q0GbMiU847Ft9mZt/kHVVK+fkyWu1l5I7YViMzdFimXJFC2k6yMs10ooNmMFVOmCmc/JlAlaz5SsyBc4NA2lOo58PfQfSBVCz1JtpPLW6vV+ilGmj1klxbJmjA5KZdI8UGku005KVVSIHy1zCxrvj8Plf8Dl8A4MEREROQ4XMEREROQ4XMAQERGR43ABUwelpaV49tln4fF4EB8fjzZt2qBfv35YtWoVLl26VKsYJ06cgBBC/xcXFwePx4O5c+eGfc+DiIiI7PFLvLXk8/nQr18/JCUlYf78+fjFL36BZs2a4cCBA1izZg1uvvlm3H333bWO9/HHH6NLly6oqKjArl278Oijj8LtdmPSpEkNeBZERESNA+/A1NKTTz6JmJgY7N27Fw888ACysrKQnp6O3/zmN9i2bRtGjRoFABBCYO3atbjnnntwww03ICMjA1u2bAmLl5ycjNTUVHTo0AEPPfQQ+vXrh3/+8596/YABAzBlyhRTn9GjRyMnJ6dBz5OIiMgJuICphe+//x4ffvghfvvb3yIxMdG2jRBCP/7jH/+IBx54APv378edd96Jhx56CP/73/8ixt+7dy++/PJL9OrV66rPnYiIqDHiAqYWjh07BlVVkZmZaSq/6aab4HK54HK5MHPmTL08JycH48ePh8fjwfz581FWVobi4mJT3759+8LlciEuLg6//OUv8cADD2DChAnX5HyIiIicjt+BuQLFxcVQFAUPPfQQKioq9PLs7Gz9ODExES1atMCZM2dMfQsLC5GVlYWqqiocPHgQTz/9NFq1aoUFCxZcs/kTERE5FRcwteDxeCCEwNGjR03l6enpAICEhARTeWxsrOm5EAKKopjK0tLS4PF4AABZWVn45ptv8Ic//AG5ubmIj49HVFRU2F8lVVVVXZXzISIicjp+hFQLycnJGDJkCFasWIGLFy82yBjR0dEIBAKorKwEAKSkpMDv9+v1wWAQBw8ebJCxiYiInIYLmFrKz89HIBBAz549UVhYiK+++gpHjx7Fpk2bcOTIEURHR9cp3vfff4/S0lKcOnUK27dvxyuvvIKBAweiRYsWAIBBgwZh27Zt2LZtG44cOYLJkyfj/PnzDXFqREREjsOPkGrplltuwb59+zB//ny88MILOHXqFJo1a4bOnTtj+vTpePLJJ+sUb/DgwQCq77y43W7ceeedmDdvnl4/ceJE/Otf/8KECRMQExODqVOnYuDAgVf1nIiIiJxKqKEvWvh8Pv07HeRc3I3acsTdqLkbNS4fg7tRw/TI3ajN7bkbdWjMn9Bu1D6fjx8hERERkfNwAUNERESOwwUMEREROQ4XMEREROQ4XMAQERGR4/DPqBuZRLSMXCkiV9nWRWofqbxuqXCIiIjqjXdgiIiIyHG4gCEiIiLH4QKGiIiIHIffgWlsLgWqH+V0rdCKpCywWoJFo1I61h6M7KtSM72BNZGlHENIWVitWXSrk/maO2sJJ4VqZIEVUhNrDFXKrqknEZWyXBqZas1ztZbpfbSsuDYxTBlDTdchwlhaRk3pXOQkvdYyu7GCcsZc7VqK8Hkr0rwjZdFVEcqAaioTNmVS1lWbcwrL9KuEt6vOgBtepo2jWF4zRc72rEYuk2Ppx/o1MMqM7Lzma6jF1WJay9QIYymW11QeSxs/KL0G8hha/KA1q7CqGnO3zFtRVVM7rU6RXyRLjKDlvauoqnEuUhvVMqaimrM7y+cunwvkfpZ2iNQOofe/pa466y60J3qdkRVX1dvp/Wxi1JTRtuZst6H4UXJqYu09oIaV6XXVJxNWpmevVaR2dn21sW3q5Ay5WpmoRQz9dxYUPaOunmFXKrNm4lVVRY8vl9m1sy0LjRNWpoaXIUKZHtO2rPr4/w68gcvhHRgiIiJyHC5giIiIyHG4gCEiIiLH4QKmjnJyciCEgBACcXFx8Hg8mDNnDgKBQK365+bm6v2FEGjZsiX69++PTz/9tIFnTkRE1HhwAVMPw4cPh9/vx9dff41p06YhNzcXixYtqnX/Ll26wO/3w+/3Y/fu3cjIyMDIkSPxww8/NOCsiYiIGg8uYOqhWbNmSE1NRYcOHTB58mQMHjwYW7ZsQW5uLrp162Zqm5eXh44dO5rKYmJikJqaitTUVHTu3Blz5sxBWVkZSkpKAAAnTpyAEAJer1fvc/78eQghsHPnzoY+PSIiop88LmCugoSEBFRWVtarb0VFBTZs2ICkpCRkZmZe5ZkRERE1TswDcwVUVUVRURE++OADPP3007Xud+DAAbhcLgDApUuX0Lx5cxQWFqJFixYNNVUiIqJGhXdg6mHr1q1wuVyIj4/HiBEjMHbsWOTm5ta6f2ZmJrxeL7xeL7788ktMnjwZY8aMwd69extu0kRERI0I78DUw8CBA7Fq1SrExcWhbdu2iImpvoxRUVFhGWOrqqrC+mt/vaTp3r07Nm/ejLy8PGzatAlRUdXrSjmWXRwiIqKmindg6iExMREejwft27fXFy8AkJKSgtLSUtPCQ/4ibk2io6NRXl6uxwEAv99f5zhERERNAe/AXEUDBgzA2bNnsXDhQtx///3YsWMHtm/fHvbdlkAggNLSUgDAhQsXUFhYiMOHD2PmzJkAqr8U3Lt3byxYsACdOnXCmTNnMGvWrGt+PkRERD9VvANzFWVlZSE/Px8rV65E165dUVxcjOnTp4e1O3ToENxuN9xuN7p164Y333wTq1atwoQJE/Q269evRyAQQI8ePTBlyhTMnTv3Wp4KERHRT5pQQ593+Hw+pKenX+/50JXibtTcjZq7UXM3aq05d6PmbtSNdDdqn8/HOzBERETkPFzAEBERkeNwAUNERESOwwUMEREROQ4XMEREROQ4zAPT2NwQ+SUVEY6JiIichndgiIiIyHG4gCEiIiLH4QKGiIiIHIffgWlkKlECIJSJ0cgRCwBQoEDox+Y6FYpNmQot/aUcS4E5OyOkmEIaC3rP2o6l9QyvU/Vjo8boIUKP4XXyo1EvbGKYHyPF0I71jK+qMGWaldvLGV+NjL9SdlQpRlCtnlNA6qs9KqEUuEGpTDtWtX4KEAx9sUkxJ/ZEUBXSsdFGG9PIAmv0CejthF4XkMbX+hlzM+aoWPrK8fV5K8b5Gucq9LmFXwcjVlC/4KEy6dyDitFeixHUk30ac6xCeHvtuBJSjFDZpVD8SimBq+Xtj7igiirLm0YoxrGWGTguaGSZ1mIEpPZC7gsgWlHDyoKqcRwVqosJGm30LLSqXBbeTouhzyfUKDqoIlprFyqLChpZYPUYQSNrrJYFVp9XUDHKpDb6nIJSv9ALHaW9aHJ7/U0b6heQMtUGpH7WN68Wo9IYX3uBRECq/zE0pvQGFWWhEAGjX5T2pjGlODe/4MKmzNxWbmcukx+FflRTfK1GMbLdhh4VmzLjd6hdnaL/zpbL5D6Xiw/bGKrtWLUZ87hagMvhHRgiIiJyHC5gbGzcuBFJSUnXexpEREQUQZNbwKiqisGDB2PYsGFhdfn5+UhKSsKpU6fC6iorK7Fo0SLceuutSExMRMuWLdG1a1fMmjULp0+frtMcOnbsCCEEhBCIjo5G27ZtMWnSJJw7d67e50VERNSUNLkFjBACGzZswJ49e7B69Wq9/Pjx45gxYwaWL1+Odu3amfpUVFRgyJAhmD9/PnJycvDZZ5/hwIEDePXVV/Hdd99h+fLldZ7HnDlz4Pf78e9//xt/+ctf8Nlnn+GZZ5654vMjIiJqCprkl3jT0tLwyiuv4KmnnsLQoUPRsWNHTJo0CUOHDsXDDz+MjRs3mtovW7YMu3btwt69e9G9e3e9vH379rj99tuNrdoBDBgwANnZ2YiPj8fatWsRFxeHJ554Arm5uaaYzZs3R2pqKgDg5ptvxiOPPIKCAuNLS7m5udi8eTO8Xq9elpeXh7y8PJw4ceLqXQwiIiIHapILGAB45JFH8M4772DixIm49957cfDgQRw6dMi2bUFBAYYMGWJavMiEMOe1ff311/Hcc89hz5492L17N3JyctCvXz8MGTLEtv9//vMfvPfee+jVq9eVnRQREVET0eQ+QpKtWbMGBw8exJQpU7BmzRqkpKTYtispKUFmZqap7J577oHL5YLL5ULfvn1NddnZ2Zg9ezYyMjIwYcIE9OzZE0VFRaY2M2fOhMvlQkJCAtq1awchBJYuXXp1T5CIiKiRatILmNatW+Pxxx9HVlYWRo8eXae++fn58Hq9mDhxIi5dumSqy87ONj13u904c+aMqex3v/sdvF4v9u/fry9u7rrrLgSDQRAREVHNmuxHSJqYmBjExNR8GTIyMnD06FFTmdvtBgDceOONYe1jY2NNz4UQULTsYiE33XQTPB6PHj8vLw99+vTBJ598gsGDByMqKsr03RoAqKqqAhERETXxOzC1NX78eHz00UfYt29fg40RHR0NACgvLwcApKSkoLS01LSIkb/QS0RE1JQ1+TswtTF16lRs27YNd9xxB2bPno3+/fujVatWKCkpwfbt2/XFR11cuHBBX6B8++23mDFjBlJSUvTv0wwYMABnz57FwoULcf/992PHjh3Yvn07WrRocbVPj4iIyHF4B6YW4uPjUVRUhJkzZ2LDhg341a9+haysLEyZMgX9+vXD5s2b6xzzpZdegtvtRtu2bTFy5EgkJibiww8/RHJyMgAgKysL+fn5WLlyJbp27Yri4mJMnz79ap8aERGRIwk19BmFz+dDenr69Z4PXSFu5sjNHLmZIzdz5GaOUgxu5miK1Vg2c/T5fLwDQ0RERM7DBQwRERE5DhcwRERE5DhcwBAREZHjcAFDREREjsM8MI1MHP7f9Z5C0yIiHFvVPVUQERHVgHdgiIiIyHG4gCEiIiLH4QKGiIiIHIffgWlsLoVSWapSGlgtm6KUjlYNpcPUssJClbI+Sskftay4WnbN6uSVUjzpEVDDspSqQjWNEWoVlnxSH0dF2C7cqmJTJodQLVBb8b0AAA7aSURBVFl6pXmbHmrTTsvMKlQj06rcXugT1rtp4+vNbc7TyNZrX2Z5qfSsrap1Ttq5W8ukTKuK9fUBoKjWMmFTFn4u+rVVgFDyXHOZpZ0CIyGqNVZ1pl9rmWqq18qCNmVGfNVcJ5WZswqHj6XXWcqCEFIG41A7IR1rdfJ52Vxva50qn58ilclvQmneqmr8vKhSnWp9rVTVmJPlZ1mR3mPy+0QxXizpOpjjBkMdVKHqx8HQD7+iqqjSjkNnFYSKQOg4EKqrgjZvBZdCdT+a0hZrKXXlXyp2ubC15zZ1qiWGsClTbWLIZXYplVVLOzmWNb6iImy+8g+idR6qgrAXRp63anONwn6hqgj7harYzLv6zSjNM0Kd/KhYYig27ZQ6xrBrF7xMDO29vmU3Lod3YIiIiMhxuIAhIiIix+EChoiIiBynSSxgcnJyIISAEAJxcXHweDyYM2cOAoHA5TsDyM3N1fsLIdCyZUv0798fn376ab3m8/bbb2PQoEFo1aoVEhISkJmZiYkTJ2Lfvn31ikdERNTUNIkFDAAMHz4cfr8fX3/9NaZNm4bc3FwsWrSo1v27dOkCv98Pv9+P3bt3IyMjAyNHjsQPP/xQp3nMnDkTY8eORbdu3bBlyxYcPXoUb7zxBtLT0/HCCy/U9bSIiIiapCazgGnWrBlSU1PRoUMHTJ48GYMHD8aWLVuQm5uLbt26mdrm5eWhY8eOprKYmBikpqYiNTUVnTt3xpw5c1BWVoaSkhIAwIkTJyCEgNfr1fucP38eQgjs3LkTAPD5559j4cKFWLp0KZYuXYr+/fujffv26NGjB2bNmoXt27frfbV5/fnPf0bHjh3RsmVLjBs3DhcuXGiYC0REROQgTWYBY5WQkIDKysp69a2oqMCGDRuQlJSEzMzMWvcrKCiAy+XCk08+aVsvhDkX/TfffIPNmzdj69at2Lp1Kz799FMsWLCgXnMmIiJqTJrcAkZVVXz88cf44IMPMGjQoFr3O3DgAFwuF1wuFxISErB48WIUFBSgRYsWtY5RUlKC9PR0xMQY6XeWLl2qx3W5XKaPpBRFwcaNG/Hzn/8c/fv3x8MPP4yioqJaj0dERNRYNZkFzNatW+FyuRAfH48RI0Zg7NixyM3NrXX/zMxMeL1eeL1efPnll5g8eTLGjBmDvXv3XtG8Jk6cCK/Xi9WrV+PixYumhG0dO3ZE8+bN9edutxtnzpy5ovGIiIgagyaTiXfgwIFYtWoV4uLi0LZtW/0uSFRUVFiW16qqqrD+2l8vabp3747NmzcjLy8PmzZtQlRU9VpQjmWNk5GRgV27dqGqqgqxsbEAgKSkJCQlJeHUqVNhY2ptNEIIKHo6TSIioqarydyBSUxMhMfjQfv27U0f4aSkpKC0tNS08JC/iFuT6OholJeX63EAwO/3R4wzfvx4lJWVIT8/v97nQURERE3oDkwkAwYMwNmzZ7Fw4ULcf//92LFjB7Zv3x723ZZAIIDS0lIAwIULF1BYWIjDhw9j5syZAKq/FNy7d28sWLAAnTp1wpkzZzBr1ixTjD59+mDatGmYNm0aTp48iXvvvRdpaWnw+/1Yt24dhBD6nRwiIiKKrMn/3zIrKwv5+flYuXIlunbtiuLiYkyfPj2s3aFDh+B2u+F2u9GtWze8+eabWLVqFSZMmKC3Wb9+PQKBAHr06IEpU6Zg7ty5YXEWL16MN954A/v27cPIkSORkZGBMWPGQFEU7N69u05fCiYiImqqhBr67MTn8yE9Pf16z4euFHej5m7U3I2au1HbvJ+5G7WljLtRmx8dthu1z+fjHRgiIiJyHi5giIiIyHG4gCEiIiLH4QKGiIiIHIcLGCIiInKcJp8HptG5IfJLKiIcExEROQ3vwBAREZHjcAFDREREjsMFDBERETkOvwPTyJQHQ5k05eyuIar+H9jUhWeDVU31xoEq9ZEpqE4sae2rhL5xI6TMqLZzs8SX68Iy8UKFaskMq0g9w7LzQtUnJ2cnDTsXqV9Y1l2b9vJ1Vi3tq+Ob5wGpvSLHEFp21PAsr3rGXC3DqaoafaUya+ZbPZuvlFHWyO6q2pbpx5b5qFJ2XCPbrIogLDGEaqrX4uox9HMxMrkGa5qH3k4bWzESeUrnrrVTbK5H0GYeAZv2Qf36VT8GVBVq6M1SJeSy0DGMnzUAqFKVsOsWVBUEYBwDwCWhIhA6DoTalWnzkbOTmjK5WjOWyj9F1qytNtlaI2WIDWsnt7dmZlUs41ti1KZOsYmrRoirx7DU2WaejRA3LIYcFzZllnZy9mK7GEB4mX5cQ50itant3LQO1vjBCO2tKa5V6XnYmJAy5CI8ht31sMaNNGbEjMARxtSKNp/E5fAODBERETkOFzBERETkOFzAEBERkeNwAVNLOTk5EELo/5KTkzF8+HDs37+/TnFUVcVrr72GPn36oEWLFnC5XOjSpQueffZZHDt2rIFmT0RE1LhwAVMHw4cPh9/vh9/vR1FREWJiYjBy5Mha91dVFQ8++CCeeeYZ3Hnnnfjwww9x+PBhrFu3DvHx8Zg7d24Dzp6IiKjx4F8h1UGzZs2QmpoKAEhNTcXzzz+P/v374+zZszh06BAGDhyIc+fOISkpCQDg9XrRvXt3HD9+HB07dkRhYSH++te/4t1338Xdd9+tx23fvj169+5t+kubnJwcnD9/Hr/61a+wZMkSVFZWYty4ccjLy0NsbOy1PXEiIqKfGC5g6qmsrAybNm2Cx+NBcnJyrfoUFBQgMzPTtHiRCWFO8P/JJ5/A7Xbjk08+wbFjxzB27Fh069YNjz322BXPn4iIyMn4EVIdbN26FS6XCy6XC82bN8eWLVtQWFiIqKjaXcaSkhJkZmaayqZMmaLHbNeunamuVatWWLFiBX72s59h5MiRuOuuu1BUVHTVzoeIiMipuICpg4EDB8Lr9cLr9aK4uBjDhg3DiBEjcPLk5RPuRPLiiy/C6/XipZdeQllZmamuS5cuiI6O1p+73W6cOXOm3mMRERE1FvwIqQ4SExPh8Xj052vXrkXLli3x2muvYejQoQDMGWOrqqpM/TMyMnD06FFTWUpKClJSUtC6deuw8azfdRFCQFGUsHZERERNDe/AXAEhBKKiolBeXo6UlBQAgN/v1+u9Xq+p/fjx43H06FG8++6713SeREREjQ3vwNRBRUUFSktLAQDnzp3DihUrUFZWhlGjRsHj8SAtLQ25ubmYN28eSkpKsGTJElP/cePG4W9/+xvGjRuHF154AcOGDUObNm1w8uRJFBYWmj4uIiIiosh4B6YOduzYAbfbDbfbjV69euGLL77AW2+9hQEDBiA2NhYFBQU4cuQIsrOz8fLLL4fldRFCoLCwEHl5eXj//fdxxx13IDMzExMnTkRaWhp27dp1nc6MiIjIWYQa+tKGz+dDenr69Z4PXSHuRm0uM82Vu1FzN+rQONyNOtSeu1FHGMv8s8zdqG2ux3Xejdrn8/EODBERETkPFzBERETkOFzAEBERkeNwAUNERESOwwUMEREROQ7zwDQyCdFckxIRUePH/9sRERGR43ABQ0RERI7DBQwRERE5Dr8D08gEcBqAlunUnPW0OnOpJXsntOyjcmZPo42RSVbuZxdX6xe57HJjaSNa21dHU6RWWpka1spcY5QpNmXVUa0xrNGNzKxCn8Xlx6rrPKxjyfMKy7pr6QsAiipMmX3la2XOgCuV6e2NMrlP9VhGG9uyUOZZPb5iZPE12gsjfg2ZhoPSPIIwtzOy36phZUGbLMGRyrRxrNmKFdU8htZOz7JrU6b1DUhttGsZkOoUaztVxY8wx6gM9bukqvi/y2V61R4jZXw1ZWu1a3+ZuNqj8SKFx1BqMY+g3Txgk5HVJm5NGXAV1T7zbLCGc7Gbo/lXj+W6WOPDJoY0X7lfxEy8NmV240caS2tj/BIML7O9prWYh4oas+KGtVcinKdd5l6790BYfLl9qOjdg7gc3oEhIiIix+EChoiIiByHC5gGtnHjRiQlJV3vaRARETUqXMBcAVVVMXjwYAwbNiysLj8/H0lJSTh16lRYXWVlJRYtWoRbb70ViYmJaNmyJbp27YpZs2bh9OnT12LqREREjsYFzBUQQmDDhg3Ys2cPVq9erZcfP34cM2bMwPLly9GuXTtTn4qKCgwZMgTz589HTk4OPvvsMxw4cACvvvoqvvvuOyxfvvxanwYREZHj8K+QrlBaWhpeeeUVPPXUUxg6dCg6duyISZMmYejQoXj44YexceNGU/tly5Zh165d2Lt3L7p3766Xt2/fHrfffrv+Fw4AMGDAAGRnZyM+Ph5r165FXFwcnnjiCeTm5l6jsyMiIvpp4gLmKnjkkUfwzjvvYOLEibj33ntx8OBBHDp0yLZtQUEBhgwZYlq8yIQQpuevv/46nnvuOezZswe7d+9GTk4O+vXrhyFDhlz18yAiInIKfoR0laxZswYHDx7ElClTsGbNGqSkpNi2KykpQWZmpqnsnnvugcvlgsvlQt++fU112dnZmD17NjIyMjBhwgT07NkTRUVFDXYeRERETsAFzFXSunVrPP7448jKysLo0aPr1Dc/Px9erxcTJ07EpUuXTHXZ2dmm5263G2fOnLni+RIRETkZP0K6imJiYhATU/MlzcjIwNGjR01lbrcbAHDjjTeGtY+NjTU9F0JAUaypGImIiJoW3oG5xsaPH4+PPvoI+/btu95TISIicizegbnGpk6dim3btuGOO+7A7Nmz0b9/f7Rq1QolJSXYvn07oqOjr/cUiYiIfvK4gLnG4uPjUVRUhLy8PGzYsAEvvPACFEVBp06dMGLECEydOvV6T5GIiOgnT6ihxCM+nw/p6enXez50hbgbtVxjlHE3ast5cjdqUxl3o7Z55G7U5n7cjdoc8zrvRu3z+fgdGCIiInIeLmCIiIjIcbiAISIiIsfhAoaIiIgch3+F1MjEoO31ngJdDyLCMRFRI8U7MEREROQ4XMAQERGR43ABQ0RERI7DBQwRERE5DhcwRERE5DhcwBAREZHjcAFDREREjmPKA+Pz+a7XPIiIiIhqTd+NmoiIiMgp+BESEREROc7/ByCiCjiij/ImAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 散点图的cmap\n",
    "\n",
    "通过调用 matplotlib 中的模块 cm 中的颜色映射，来实现图形的颜色渲染。以下是部分颜色映射的展示：\n",
    "\n",
    "![example.png](attachment:example.png)"
   ]
  },
  {
   "cell_type": "code",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-17T11:14:17.322122Z",
     "start_time": "2025-03-17T11:14:17.192324Z"
    }
   },
   "source": [
    "# 导入库\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib as mpl\n",
    "import numpy as np\n",
    "\n",
    "# 创建数据\n",
    "a = np.random.randn(100)\n",
    "b = np.random.randn(100)\n",
    "# 设置指数\n",
    "exponent = 2\n",
    "\n",
    "# 第一个图例\n",
    "plt.subplot(131)\n",
    "# colormap:jet\n",
    "# scatter 参数：横坐标，纵坐标，绘制出点的大小，其他格式控制\n",
    "# marker为标记的风格，此处\"o\"为圆的标记风格\n",
    "# 此处cmap使用了matplotlib内嵌的颜色色谱中的jet\n",
    "# zorder设置图的绘制顺序，数字小的优先绘制\n",
    "plt.scatter(a,b,np.sqrt(np.power(a,exponent)+np.power(b,exponent))*100,c=np.random.rand(100),cmap=mpl.cm.jet,marker=\"o\",zorder=1)\n",
    "\n",
    "# 第二个图例\n",
    "plt.subplot(132)\n",
    "# scatter 参数：横坐标，纵坐标，绘制出点的大小，其他格式控制\n",
    "plt.scatter(a,b,50,marker=\"o\",zorder=10)\n",
    "\n",
    "# 第三个图例\n",
    "plt.subplot(133)\n",
    "# colormap:BuPu\n",
    "# scatter 参数：横坐标，纵坐标，绘制出点的大小，其他格式控制\n",
    "plt.scatter(a,b,50,c=np.random.rand(100),cmap=mpl.cm.BuPu,marker=\"+\",zorder=100)\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ],
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ],
      "image/png": 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5OTkUFRWRnZ1dCzNMDkpVjaz98b3wCoCzpQVTbcZdbBgPe15FFyGxIOpxIz3ejurd8VhHxtqNDbtLoefkWahhLAVRgLWPnm30ocFYu8nCs5Nmh3XcnY8NS/BMUodI1lGtxogUFRUBkJsbOCDN4XDgcDg8z4uLi2tlXsmGPQHSUAOcGphqS4cUzoU9r8RpMFWPG8m7GJqeH6cxI8NYu7FRYpfDEiGgx4yU2GVDiMQJY+0aJDu1JkQ0TWPixIkMGDCAXr16BTzmiSee4JFHHqmtKSUtGaJuwYinHpGAWotVVWVYdwO65y9eLiER1o+GU3aCaInTmOFhrN3YybKZEAXCtohk2ZI/jt7uUiixy2TZTEkrmoy1Gx8mTDrds+1yKrz21HwAxtx7GmZLcv7fpxK1Vkdk/Pjx/PPPP3z66adBj7n//vspKiryPHbt2lVb00sq0gSBjnFe2z1MAlJtuWUOfQ+OXcRPhKCP5cyHA1/FcczwMNZu7NjMEkN7NkcKESMiiQLDjm6RtBd20INub/lwGT0nz6Lf43PpOXkWt3y4LCmDbI21Gx/MFpPXQ/LaL/m8lgo4yhyMTbuZsWk34yhzhH5DLVAr39xtt93Gt99+y2+//UabNm2CHme1WrFarbUxpaRnsFVkZ7lKPMKfTMBpllqMDdnzBsRcASUQEux+DZpfEedxg2Os3fgxemAnZq/Jr/EYVdUYPaBjLc0oclIp/dhYuwapQkItIpqmMX78eL766ivmzZtHx47J+wOTbNyYLsVFhICeNTM6o5buMDUNihYQfxGCPmbxEt31k2CMtRt/+nXI5bHhvRCgmmVEEgUE4LHhvZK2qFmqpB8ba9cg1UioRWTcuHF88sknfPPNN2RlZbF//34AcnJySEtLS+SpU57+ZoGTzQLLXFpMgsQEDLIIHG+uJS9cxRZQShM3vuaA8nWQeUzizoGxdhPFyJPb071FFlN/38bsNft9KquOHtAxaUUIVKUf+4sQb9zpx3X5OYy1m1jMFlPKZcd4u2CcQbYBrBl1YxlLaPpusJLi7777LqNGjQr5/oaeRrZBVjmmwEW05bwEwAqsbWahY22lyxz+FVYMSew5jvsBmpwT9uHRrCNj7SaeVAj2dFNX6cfG2jWIB2PTbg7ruFcr3ozbOZMmfddoQR8b3Uwi7zUyMfKIHHEGjfun6OPGptoTIaBXUk34ORJfnM1Yu4nHZpaSXoC4SaX0Y2PtGqQaqRHm24C5Kl1CFOD6wzIyhOWmMQEWAT5qZOLitFr+MTQ3Tvw5TDmJP4eBgRf1Mf3YoOHw/MGXPNvOMgf3tr8LgKd2PIOljtwx3tRa+q5B9FyRJrGmmYUhlZkvwX7i3PvPsgqsy7PUvggBSO8JceuSEwgBMo9N4PgGBtWpT+nHBg0Pa4bV8/AWHhav/XUVHwKGEEkZOpkEZje1sCbPzL8zJE4xC2QJYAayBRhgFrgrU2J9MzPfNbHQrjbdMd5INsg4OnHjp3UCk+G3Nqh9Rg/shBrCJJLs6ccGBslIStsP8xWNhS6Fv2SVbYqKrEGGINDLJNLHLNLfLGKpzd4qtUBPs8j/cpJcP7a8FjbfQ3wLmgGI0GJUnMc0MAgPd/rxpMo6It7ZM5IooKpaUqcfGxgkKykpRH53KrxY7mKGQ0FF/xBa5cNdVFwFcgW4Jd3MuDQTLaUkv3jXJ1qOgi0PgBbnjrmCCK1Gx3dMA4MISOX0YwMD0N008cyOiQcpJUSKVI2JJQ7esyuYqLrf9g7g9L4HL9Tgf2UuXi538WKWhWttpqCpbQZxxNwEOkyCbZOJX8ccAdrdA9YWcRrPwCA6+nbIpW+H3JRKPzYwSGZSxkywWVY57lAFH9r19NBwi3wpQKkGNxQ7GVXswGWkttUO7e/Vi44J8dC6Jkg/CjpOjsNYBgbxwWaWyMuyGiLEwCBGUkKI7FRUBh2uYK+qRVU43C09PrYrjCpyoBpiJPGIZjjmWzDnEZvhTQJzIzj2OxDrPs3MwMDAwCC+pIQQua7IwSE19u4lGjDNofBKReJ7lRgAae2hzx+Q1oHolpoItjb6GOld4jw5AwMDA4NkICViRFbIKvGM7Li3xMk5FokupjjrsCM7YMVbsOdPqDioWwUymkGXc+GYkWDNiu/5UoG0DnDiP3q8yM5n9YDTUNVXBRNoMrQZB52fACmjVqZqYGBgYFD7pIQQiTcK8HiZk3dzbPEZcPsvsPg52PR9gAutoO+fexccdz2c9G/I7VxtiEOHVPbv13A4oFEjgbZtBczmOMovTQWtAoR0qO2AXSkNujwNrW6CPa/D3rdBKXa/WPlv5XcmZULL66H1GMjoUbvzrCOMoEcDA4OGTIMUIjIwza7wTJZGkxCVEmtE02DhE/DLgyBWJhFXu9uvjEdxlcPyN2Dle3D5N9DxDBRF44cfZF5+2cns2b7va9JEYMwYMzffbKFt2ygtN0o+lEyF4jdA2Y0nwdnUGbLHQuZ1INVCSXY36UdB1+egyzNQvhFK/gJXgf49WvIgqzekdwOhYVyMl24vZOqCrcxZm++TBnrTwE5GGqhB0uNyKbz68QoAxl59AmZDRBtESYMUIgBOYIZD5sY0c/SDzP8PLHhM31bDiDvRZJBV+ORsFvf4nctu78nu3RpSgL/fQ4c0nnjCyeOPO7npJjMvvWTDYglTNKnFcHA8lH1KVVUVz4sgb4bCiVB4H2TdBE2eAaEWA0EFETK6648GyoeLdzC5sjCWuy6WqsHcdQXMXpPPY8N7MfLk9nU7SQMDA4NaICWCVROBGVjuiqHy5+ppVSIkEjSVnzYO5rQRndm3Vz+/EiRkQlF0Y8HUqS7OOaccuz2MbB8lH/b2h7JP0G0/gT6ju/ybA0pehX1ngFoS+WcxiIql2wuZPGM1GvhU56TyuQZMmrGaZdsL62R+dpfCgRIHdlctdFI2MDBo8DRYi4gLWBatENE0mD8ZEIi0YNff+45h+Ccf4VIktDBDcFUVfv1VYdSoCj79NC14UTa1DPafA64NhJ9jpIJjMeRfAi2+ByEGC5FBWExdsLVaiXB/RFFg6u/batVFE4urKNFxLkYcTfLgqhSoLrnq99N7G6gTN42zwsVzg6cCMPHX0VhisXYb1CoNVogAFIbT0zsQO36Fwk1RvfXOWf/FpZjRIuxQq6rw2WcyY8cqDBoU5L+t6BlwriTyHi8K2OdCyXuQfVOE7zWIBLtL8Vzoa0JRNWav2Y/dpdTKhTdaV1Gi41yMOJrkwx0X4s1bn630eX77qL61NZ2YcFa4eHagXu78zgU3x128aJqGo/IPyioKRmXvIDRY1wyAFO2aWPpKZXBqZGw82Jl52wajaNHpP5MJXnklSP8WzQXFrxJ9ozkBiqfo1h6DhFFil0OKEDeqph+faKJ1FX24eAcjXl/E3HUF1cTLZa8v4qPFO2KaV6LHNzAwSA4atEWkTbQZM5t/CC841Y/Xlt6ISZSR1ei+dlmGL7+U2b9fpUULPw1Z/i2oBVGNq6OCa7XuprH1j2Ecg5rIspkQBcISI6KgH59oonEVhRIvoIuX7i2yorJcJHp8g+gZe/UJgO6OcVtCbrr8OMzxrssUBs4Kl2fbFWQbMNw0SU6DFSJmoF80Jm/FBXJFVOf8dv25UYsQz+kVmDtXZuRIi+8LZZ+j1+SIJcDQBGWfGUIkgdjMEkN7NmfuuoIaL/ySKDC0Z/OEu2WidRUlOs4lWeNoDALHf5hNYp3EhbhjQvx56Zz3fZ7ft2SMZzvR4kWrwarsfs1w0fjSYIWICzjZHIWCj8IS4qawIvaaHaIIhYUBFrq8l7gUwVdisaoYhMPogZ2YvSa/xmNUVWP0gI4Jn0u0rqJExrkkaxyNQf3AHRPiz5Rh7/o8v3/ZuKjGdwRZuN77bVHHBdRPGqwQaSLAudYofrzMaXrpdtUV+tjaRAsSOxIRapzGMaiJfh1yeWx4LyZVBod63/VLooCqajw2vFet3OlH4yqKRrxEIhQSPb5B/WHir6M9264Kl8cSctuP12E23DEpQ0oIEZFIk2RDjzc23YwlWvNYq36wZ7FeNj0CctMOc8TeKLpzVqKqkJMD5eUqaWleUdhSk5jGrRwExFqstNqAGXlye7q3yGLq79uYvWa/T0bI6AEda83dEK2rKJFxLskYR2NQHbNZqvPsmGDuE3OaOehrdy642bPtqnB5LCETZl8fF/Fi9Ys99M6aMQhMSvwFqxC3pnci0FoUuCs9hgXXbzzs/iPitw3v8R0vLhoTddaMjsaoUZsYNUrFYhG48MJsxo1rwmnHnYpQ8RPRZ80AyGA7NeiramkpZZ9+imPRItQjR0AUEXNzSTvrLNIvvBDBbNyBRELfDrn07ZBb5zUyInUVJTrOJdniaAzqF9GIl0jwjv/wjxcxYkMCkxLpu9dapbhNVAPezbGSGYs67f4vSIv8jvXWfu/ELEKgDLfYcDo1ZswoYsiQrQw6bzCaFuMiF7Ih4/Jqu10bN3JowgR2tWjBoVtuofTDDymfMYMDm3/mn2OX8Wvac8z85zxmbb2O3yueYhd/osYcr9JwsJkl8rKsdXZBdbuKBPSLuzeSKCBANVfR6IGdUEOYLGKJc0n0+AYGBslDSlhEns62slcV+cWpxnS/D/BaloUhlhh/8E1WOPEOvddMBE6jrk22cmbnefyydVCUgkQAfEuxy5Wxs4v+zOLLWUO55Oy5CEI0AbWS3ndGTPPZW/bFFxy4+mq9vogso4lw8LKW7L2tM6X9m4BLBZNQ2dG3jEPyn+xgKTYacRRn05Vh2MiOYj4GtUmkrqJo41zCtf4kUxyNQWpgSTP7ZMcYpA6CVlOuUR1TXFxMTk4ORUVFWLKyuL7IwecOJeLC6ib0xNY3s62MTIuT9lJl+Gw4bJkVoONucFbl9+TkN+dil9NQtUjsPG5ryMGgRxzbfRNLvr4Kq9WFENE3JIGYDa1XgqmtZ2/phx9y8NprdZGhaSjpEhs+P4nD57XUm/fVVDdAAwSBNBpxOpNoRLsI5hNfvNdRdnbtiKK6OGe8iMRVtGx7YTXxMuzoFtXES7QVUsMdv75irN3kwF5mZ0TmpQB8XjodW4atjmeU/ESyjlJGiLg/yBd2mTHFDg5rul+pJguJCb3t26lmkXezrXSOd8EdVzl8OQI2/UB40kiXUHOzPuSC+y/E5Qre8M4XDbADNfvxAS444ze+fuMOJFEjvHgRCQQLtJgHtpM9e+2//87+wYM9E1RsImt+HkTJiY1rFiB+CIhIWBjG4zSmbrrJGj/miacm8eJdPj6YZSNUp+F4xtHUdUxOJBhrNzkwhEjkRLKOUiJGxJvLbCZ25KXzRpaFY01i0CBWK3CxVeLXxjbmN7bFX4QAmNNhxDcw5L+Q3lTfJwT4YXOXg887GkbM4Mw7RrJgQQZt2+qzl4L+Frq75JYQjggBmPnzIEbc9iaakIEufIJ9Q5Xfh5gLLX/3ESEAhydN8nm+6b2+lJyUG5EIAdBQUXAyj8ewUxTRew1Sh2BxLvHqNByPOJql2wu55cNl9Jw8i36Pz6Xn5Fnc8uEyFm4+YHQbNkh6VE1jS0EJWwpKUJPXfhAVKREj4k+GIDA63czodDMlqsYKWWWbouLSIFMU6GUS6S4JmGojQlmUYMAD0P9u2DADlr4Ee5dVVl8VwJoFXS/QM21an1QZSwF9+0ps2ZLJnDkKL7/s5IcfZFQfA4YCFAOlRFqo7Ksf+zJ73WrOOuVrvX+MvLXyFS+nlrkn5NwOGVeCmOHzfuf69Th+/dXzvLR3Iw5d3pZo0VBxUMwGfuQ4roh6HIPUI1kqpAZr6vfTmnx+qswYMhrqGXhjL7OH3AbqzDqiqCq/rt4PwOBeLZDElLMreEhJIeJNligwyCIxKMJutnFHMkPPy/QH6DEkgqg/giCKAmedZeKss0wUFWkUFKjY7XDokJMhQ7ZHPRVRhI2b0znrnNshewI4FoJrG2gleiyIuRtY+npEkT8lr7+um2kq3TL7xnTSg1KjqURbiYbKJn6iF5cgYaT5NgSSpUJqTVYZb8LpNmzQcHC7Yvy5tvlIn+ffat/VxnTqNSkvRJKWCLvz5uQI5OToP8J//x3bqQUBKirUqie2AfojTMqnT/eIELmRmQMj28UkQtw4KGE3S2nPKTGPZZD8JEuF1HCsMm6MhnoGyYS3C8Z/O4nDOyPGECJJSKNGsf0YK0psY6iFVf76wvNbotnic3FQVZGt/E570RAiDYFkqJAarlWm2nyMhnoNns9Lp3u27WV2jyXkg/yPas0ds+1Aqc9zd22dbQWlPkJEF9BVvv1Uc9MYQiQJadfOTLt2ZnbujL6fTYfB49lBOo24lGzORIjAHaLJVXVInC1soVN1w0QUVdYeKmRwblCvkEE9IhkqpEZilfHGaKhnEExs2DJsdRYXsrOgNOD+BWt9kxnOOLZVbUwnbhhCJAjqoUOoBQVoZWUI2dmILVsiZmXVyrlFUWD8+Cbcd99+vwDW0EiSQt/T1tD6qKWUIlLKfCRyaVkwlpzpB2H7FnA4IKcRnHEODDxDDyrxPn9mJurhwwCo6RKCGr9eP6Wynff+guv7xGlAg6SmrjsNR2KV8cdoqGdQ13TMy/Rsq5rG9v0lNRyduhhCxAtNlnF8/z0VL7+Mc+5c3xdNJqwjRmAedz1H+jfBIZQjIGAlkzyOwkx8FfL11+fy0EP5OJ2R/YIqisRVt/1Q+UzFstFJ3rNryZ55PZomIIgmKquNwRvPQ9sOcMu/4cbxHkFi6d0b+6+/gqIgFbuIqO5aCMrtGTz3O4zqbVhFGgKRVkiNd42PcK0ygRCMhnoGdYzo9yPZrpkuTDrkZaBpVZaQpZd/jGKXmbhqIpZY+qjVEcZfWSUVn3xC6V13oe7bF7iwhyxj/3wajk8+oeLobNa81Zcj/fXaISasdOV0ujGUHFrHZT5Nm5p46602XHfdrrDfI4gq5121gNMv+hOA9N8raH/NPgSHhqAAaKD6uXt274BJd8Afv8Lrn4LVSta4cdh//hkA27byuLhlABRFJP9QC1bnw+Jd0L/uiq0a1CLhlI8Pp/JqtCIlHKtMIDQNpi/fbWTPGGDLsNWYHaNpGkfsuku7kc2UsOZ2YmUvKEkUfWNE7DKqQ0YShZSLD4EEC5HffvuNp59+muXLl7Nv3z6+/vprhg8fnshTRkXp449T9tBDVTuClDsVZN1PkrmumBMH/8rf006m4OI2yDhYz0+s40e6MIT+jEaM4avV0ChmHX2vnck3Qzezc1c5h/NzmP9Zb36bfgIuh6/iFQQVTRM4e8RCHnv7FT1R5h8H7a/aB04NoaYbQfdinvUN3H49vPYx6RdcgNi8OWp+Po1/2IfpkAO5iTXqz+NGklTmLz8dkwivLk5uIZIqazdVqKnTcLAaH+5U2hsHdmRXYXnE5eHd1GSVCUUqZs8Ya9cg1UiodCorK+O4447j5ZdfTuRpYqJ8yhRfERIGggqCS+X4EYvI/aUA0OtkAGzmV+byFArRNJ6DYjayhBv5k1vYy4+ktVxPtxN3cuK5q7n3o/eZtu9+/nXHL5hMCpJJP0enHrt5ZOqrPPXxC5gtMuVlJoSry1DtIIb7m6uq8PWn8NtcBJOJnH//GwQB0aXR4vVtesBqDKiqwL4DLVm/rSeyCot2xjRcwkmFtZuK+FdIDafy6tQF23wyX9wi5bLXF/HR4h1hnXfkye354tb+DO3ZnEgab7uzZ1IJY+0mF7KiMm3BVqYt2IqsRP87KgoCnZtl0blZFnKFC2d59WQGV7kLZ7nT80gVEmoROeecczjnnHMSeYqYcK1YQckdd0T1XkEDVI0Thv/Or7suQMl2Wyk09rGKP3idAYxDCFpivTqH+Ye/+DdqpYjRvCqqipL+K5zVuIJbn5/OqeesY+0vzRh8wXKO77/BE29x5JCFZwYfx9cF04JXdw+GZIJ3XoHThpJ9553YFyygYtYsWryxld33dYtwMF8EQWP2onNxT+qIvebj65pkX7uhqMmNUVu9VsI5T7g1Pvxfjqbeh7dV5mCpgwFP/RLyPamYPZPqazdV8HaNeC9PTX8xoed+qstTAfc/d+xzPs8n7Z0U8LhkI6liRBwOBw6Hw/O8uLg4oecrf+klPR5Ejs56IahgKpFp9dEOdo3t4vWKxlYW0J2zyaNL0Pd7Y+cgK7i7UoSEVs3HDFvDgGELyaDCs8/pEBlz3umM3bkYl1XELESovhUZfvoW9u1BaNmavM8+o+DSS+Gnn2g3eQ07H+8V2XjuYRWRrXs68+uyMzz7pHoWqFrbazcYNcVa6NaFyDvgxnMO3ueJtsaHN9HU+7CZJaym8EVFfc+eSZa168blUpjylh7nNuGmEzFXfu+aplFW2Q8owywlLA7D5VJ47dO/ARhz5fGe8/vjjgnxp8guIysqslPmk4fmIphEWl12NACy4lvvwySlXjxHIkgqIfLEE0/wyCOP1Mq51MOHsX/8cdQixJv2Uzaxa0xnnzQQAZEN/BS2ENnNDBTshNcxF0CjhCzSqfAYPn6c1oFVS/Lo03hv5CLEM6wG61dDy9aIGRk0nzmTI488gvz8FByt08gf2zmi4RRVJL+wBc++/wAu2eLZn5se3fSSldpcu8GoKdbC3U9FChKHEa+S5qHiPbzPE22ND2+itVgkQ7G1ZCEZ1m594+cVewBofeUxPvtnLPF1JV4xsFNU49+7+V7Ptqvc5bGETPxnIuYUzJpJKjl2//33U1RU5Hns2hV+xkikVLz3HriiLxjmRtAgc0MJjRcc9NmvobKNhdgJnfet4mI3MwhfhAAIqEg4qAoi/XhKd0RRJUuI0Te4eThsawl7zkZw/EDjRx8ma+s+pv54G7YnC/Vf7xAxI4qiL60N23rw8GtPUFpRVYNFEmFYePosZajNtRuIULEWgbbdz8PtgBvrHPzP4xYDseK2WESCO61XCjEBSRQYdnSLemsNgbpfu6lKI5vJ88jxEqo5tSBaLekWz8NbeJjTzT6vpQpJJfOtVitWa+zZGeEgL12qWzCi8OXJZonVw09g4Zgh5PdshTPDiigq2HDQll00Zz8iGioKe/mbTgyscbxi1uOiKIpPoVFILjtpx6bVOaz9q4k+nhbjd5huB2U/VByAip9AakXzvBcQr76BK1bfQN6zuzm7z3eccsrvpNnsyIrkKU0iVlpi/lrfl7mLz2bNlmPwD1ZRVBh7cmxTTDZqc+0GIpJ+KoGIR0nzSDvtxlLjw2fMKC0WdV1sLVmo67ULujukarvqJsfpVDyxGCYvMegfhxGrm8bn/F43WS6/Gy5vN43POSvn4nLIyAJc2KcNLofC1Adn+7hmzj2hNelpqWexSDRJJUSi5Yii8bcTDil67EFrCY61grWGxakWFhJp2VIN+PXOs5h37zmU5WUhyAqal6/Zjo0jNGYdPejANjqxPSyLiIvofLIaAkdoRCG57N9apX5/d7Wjt2kfphrzdoMgAUe5n1T+cSp7Yf8I/nvii3z6zwT2HW7Du3Nv5aNfr6fv0X/SLDefdGs5DpeVkrJslq89kcLiJoGHF2BgB+iWF/nUDAITj1iLWIMyo+20O3pgJ4/bKBr8y8NHEogbabE1g8Thjgnx5/X3l3u2bxndz7Nd7vItsZBpie1S5o4J8WfqF//4PJ9wbc0loT+4Z1aNr791zyzufPWiiObWEEioECktLWXz5s2e59u2bePvv/8mNzeXdu1iKyJxSNF4pwTeLIbNAayyJuAkq8a4HLgkAyz+oiTCoi+KJPLpezfw18j+nn1atYA3fUwZM5vpSjE5HE9o949I9HcjGiIgoMpVn+/1ir5MTF8c+WAScDrQOPDLndTbua9PK55ZcSmyCi7ZyqKVNVt7/FE0uPe0yKdW2yRy7cabeMRaQGxBmdF02l21p4ipC7YiEH0LAbfFItwAWX/CKbaWaqTS2k1lnHaZF6/6HIAJH19WZ/OwpFtSJjsmGAkVIsuWLWPIkCGe5xMnTgTguuuu47333otqTFXTeKUY7ikEpxY8qkIGFjtgYQG0leD9ZhpD0qou1mKTJnrGTJDiZd5owNdTruKvqyLxJwgU0IyfsHMsWo1pvJl0QBcxkQeYVlSWls/Mq3rvJqUpc50dGWzeHplVRAEuqfmQ/54wkY83Xcy+Uimq0iKPD4Ozjwp9XF2TiLWbKGLpp+JNLEGZkQZ/zvxnL4/NXIsoClGLEAF4bHgv1u0vCTtANhA1FVtLRVJp7bqZcNOJnm2XS+W195YBcOt1fTCb9Rs8k1nyWELSzVLE1QlqYsyVx1edX1Y9lpDRlx2LOYzK0oIg0NhmYsJLF1SN41B47a4ffI4b80zgtGp7mZ0RmZcCetffumqqV1ckVIgMHjzYJ9c6VopVjeH74Zcwa1C4JcYeBU7fB/c30ni8sb5oLKefjv2jj8IaZ/OQ7vwxdkjoA6shsJIyVrCL3gS/E7HSlDxO5SB/+NQOCYWGQCG6C6Rdf5nMZiqlBfofzZiS8/mz8Vtk4QhfjFwGHFPzIZK6iyWjfuKUD89lV5Ee7xEK9x3vf06H+1PAGgLxX7uJJF6xFk2zrKzeUxSVFSCSTrt92zfmsZlrAwa1hkvzbCuvXNUbDRjx+qIag3TDrTViM0spLUDcpNLadRMsRdZikXzSd93ILoVXP/oLgHHX9An6/ljPbzaJEY1tsVa/pGqyyr9ObBfwNQOdpMqaqYlSVWPoPvgtikJY7mvlE0dg4iF9QdsuvxwhOzus9y8YfwaiK3yB4I2IwGzWhTyuHZdEKELgMI1RKrWkZIL+Y+0IlYXPNitNOOPItRzRbLi04PcOsvu14cBt4ZxZoqX6GkvHwrUngEXShUagM7hvJI5qCp9dAQ+faTS6SxSjB3ZCjdEkcrDEEVG10mjmoKoaGpqnZ0a0vHJVb/p2yPUEyNZEKlZHNUhOnHbZ83B5ZWq5vPY7w8zgspfZfR6h9tdnUkaiTTgIyx1EcKkOzAvF0M8GV2WmkzZ6NOUvvlije+ZIq0asueh4tCgLz6horGIP+RTTnODCJ5c+tOMydvJFyDE1wImFvX4N9k6+xc7vL9qwF4OmCKyQW3F84a1MTF/EaNtfZAlOXJXaU0TDJGisNefRa1IB4hmEWYlVAedKmmbAQwMgowSm/gn2dMA7W0yDjunwn6FwVV9DgCSaUIGX7uc1uU/c+6PtrxJO8Od/LujJo9+tjcqN5B9AGm2ArIFBtLhjQvx59YavfJ7f/dVVIcdyu2L8ubb5SJ/nNTXbqy+khBCZU67xbnnNx0iyTJfdm8kqL8FlMrO1VSdKMqtf+AVg7AE43abRdNw4yl95Rc+eCWLKXHPh8ZGXSq92ToFl7OC8EH6PoxiPgMQOpiEgBbCQ6HEkdmxspbPHGuImq4XGDT+U8OYZ2cgODU0R2KPmcGfp2TxUejr/sq6js3QYmyBzBCurGjXn3enfIDaN7PNoahm3vA5vzQHBAZoL3ewkANbKhwDbRBi5AmaeAu+OhbS6zRBMauIRnxAq8BJg7Cd/UVDsqHGcWFJ5Q82hfZMMHp65Nuzx3MIpUABpNAGyhhBJfsxmiTvH9q+2X5ZVTyZkuCm20Z4/VHZMOFisJu568+KYx2kIpIQQeeQwiNbqoZyZZSWM/PEjrvv+fU7Y+DdWl28hr62tOjLjtIt47ZIxbG7XFdCtCaUavFAET3bqRM7nn1M0fHjQmiKlzbIRZBXN4msRkcs0Dv2p4jikIZjA1lygyYkiYoDa5SICxYQ2sQmIHMU4WnAmu/iafcxG88q6yaEnWzGxWzduBxyj/cky4xcV8enITPavMiGaNFRZoAILHzuOQ5IEVFXlvMEb+eDJGTTNDaHwArC/KIu3vgLKAnxlpZX/poOcAVjgi0WwrQB+ngyZaRGfrl4TbbZHMGoKvLS7FA6W1CxCIHYLQqg5RBLU+tekobgULaBAM6qjNixe+XB5wP1vfrrC5/kdN5wY8Lh4cPsnIzzbLrvssYSMfedfmCNcX5+XTvds28vsHkvIB/kfGcGqycgqJ3hnuAqqyi1fvcHTL91DekW5XkgrgIjotHcbEz57iYmfvsBHZ1/FhDuncDgnFwV4owQeydWwXXghfPopRSNH6ldVPzeNKvnmuxStV9n0moutb8vIZb7nS2stcNR4E51vNGPL8xUkagS5Adl042juoxsTcHAQFRcWGmGlCSK/sIsZ1JTw2PJYhX+vLGLnEhOLXrVxYGkWlNnIybFx9tmdufWyH+mc+wVE0SFYVk38urp/leAIRnnlIxvUTFi+FS59Fr67HyJo81GviaQceqQECrysbQtCoDlEEtQ6tGdzGtVQHTLSsWr6LPUlY6a2cVa4ePa0twC4c/5NWOp5sS5LELFhtpmCvhaMYGLDlmEzhEgyIlEVG5JdWsT0ey9l6NKf3cU8ayxCYFL1d14x+zPOWjybi56ZwaJjT+GICgvtcHoa2C6/HLFtW0rvvx/Xb7+ByeTpQZNeWIYqiWiqxsoHXKx9yoVgAi3ANbxij8bKB12s+o+L/h9aaT9C/3o1NDKjqBViIh2TX7ZNL07iN2aihBARgqBbR9qfXMoN3E4Tmle96GwLO1+IeD4AJlHmlZ/Hhf+GYkADJRt+WgnTF8MVp1a9rKEgswuVcgQsmGmHQOqUJo6WcEqyRxurEYxksSDEs6JprGPF2yJlkDjGXVPlLnHJqscScvOVJ4SVYlsfcZY5ebjlQwA8vO+/WDJS87czJf733CIkq7SYX24dwpDlvwKRhW6YVIXGxYX8PPZMTv37d0T04Fc3llNOIXf+fJqsXUvamDEIjRoB0G3OWlRR4M9bHKx9SneTBBIhHlRQXbDwcgdb33NV7tJozT7+4S6WcBVLuIqVTKSAeZXddsPHRjpDGRH6wEr6c5avCAGw9ADbIHSJFz6KKrJub3cWbjw19MHelADleo+Zl3/Uo1yKmc5uLmUr3djBQHZxFjsZwkalG/P3ncN7C9/i01+PsO9QZKdKFeoi2yNZ+qu4g1qFynP5n9tdHyQcIRDLWB8u3sGI1xf5BLy6LVKxZA/Vd5wVLs/DVVHlOnZ57XdWxN7Hyx+zWap6eAkPd4qt+2GQeqSERcTNW4/fxLGbV3msHJFiUlWQncyceCFHT1/Phqxm1Y/p0YPsKVPInjIFTZbJKy/n0HMz2TI1gliKyh+1JaOdZHUV6XFqCSVMxbtoWTk7KWQxZhrRlYk058ywhz+Gk1FRmcNngIDmFz0jVHa66c9ZnMq5gQfJexF29wdNJZy6lqomoGoit777OlFF7xaDkgbWrNlsUe5BkA6haSKCX5dgSZJp2XwNLZuvwen6H/dNfYCyg9fx0NUix9eTRnl1me2RLP1V4lnRNJqxlm4vZNKM1UD1OKdEWaTqC25XjD9Tzn7P5/n9f46thdnUHRabKazsmHCwZdgizo5xyQpTv1tHm7euZs+4aXGZR12RMkLkX/O+5PKfQ6e2hsKkqmRVlPDyk2P4+tUvazxWMJlwWjNY9N/oesEArH7cySU/rKx85n3R1bddHGEtk5EpoTXhR1gfxyl0oBt/s5CVLMRBBQAmzPTiJI5nAHm0Cj6A9XhoORP2XQiak5oSozVEFEXkilen8duG6CqSiZrCQ9f/h2vOex9VE/XaI0LgamiiqF8IrBY7k8ZNZtGKnzjtrqnccXEmk0amfoxJXWZ79OuQy40DOzJ1QXVLi1gZrx3MghDvOIp4VjSNdKzJ36wOOWY8GgEaxB9ZUflqyU5aHpXH/k0H6no6tY6zTE/K8M8Wcpb7JmukkpsmNYSIpvG/l+5FEQSkOFQMNCkK//r1a9au/Qua1ZymNX36ZkqORB7UCaApsG+WQvq2/RDiBnMjz5BBJxpxXNjj59CE07iQQZyPAzsqKjbSEMN1uaSfCW3+gIN3QsU8fKNxQF8eMtsLT+KaV5+O3CXjQeOxe+7jsnN11S4GESD+uGuPnHjsIt58fCTX3TONlVttfDEJzKmxcgNSl7EaHy7ewdsLtgU8v6rBTQM7VguQTXQcRTwrmoYz1sLNB1m3L3QzSqP+SGDunH+TZ9tV4fJYQibMGoW5loNVx13bF1OIGk+KqrFsy0EA+nZuGtI1mey4Y0IEi0TrV67w7P+/zo/6HPd/xf+r1XnFQkrEiAz+az6d92yNiwhx45JMDP/s1ZDHvfbaqpiqQIqixqy3Qpu5BUR28nFU5xAQsZFOOpnhixA31uOh9c/QbgPkTADbALD0AtupkHMztF3Jv175IwYRAhed/RUjLpwWdVEzSVI5vscK7rjuGb5dBGNejHoqSUG4sRoA3Vtmx+0i6B0gG0wETV2wjWXbCz3P3XEUc9cV1Js4iqkLtoZ9rNsiZVCFJc3seZjTzGiqhrytgOe6/Q9UzfOaQfxxyQqCRdIfXiXjBaupar8l9URzStxXnrvwe1ySCbMSvx8EsyLT/acvQZtaY9nP1asPxVQ6W1UFdqzNCXmchsIhFmInH5t/cGkk50NFjEZfWo6CvOcCvnQ49M1jUBrnFPLwnQ+iqoLH5RINkqhyw2Vv8v38C3h71nFcPADOOyn6edU1owd24qcQsRoAa/cWs2x7YVwsD+4A2ZpSXb3dEXWR2ZNo7C6F+RvDN+cLhLZIud1BZkkIWvPEIDZkr6ZWsqL5bVe9Fso6kuq89eVqHyuIm1bP+VZpHX1+j9qaUlxICSHSZ+2yuIoQN6biIti9E9oGr9VQXh7jeTWB0iPh3h1oHGY5LYMFmAZhDweYz98sZT1OXFgw05duDOYEWpMX+Zz9cMdkmEUnZ3T8mdZZe7BITg7bG7Ng50D2lLQJ+t7LLphGWlpFTCLEjaqI3HDpm9z1xCvc+gJs/0hvoJyK9OuQS8+W2azdV3P8kRSnOIVoAmQjFS6xUhu1PCKJzwEY3D0v6FzcLqvZa/N9Al4FYNjR9TsF2B2n4LS7fKJ9XQmKU/hyUWDL2zd/7vR5fnllkLX3mlWDbEP1TKv6Qjjfu6Kq/FZ5MzTo6OZIYt2JuJQQIj12b0rc4JvW1yhE0tJMuPwqtkaGRkajcFPZRJSQlcJ8WcRqPmYOAlVF05y4WMwaFrGGqxjKKfSKbMp+HNNqN6O6vsGtfV6jabqeT6tqAqKgoagi3268gFeWjefnbdUb1lx18Qdhx4SEwmRSOGfg9zzy0n/ZfbAxP/wJF1SvBJ0S2F0K6/eHDoKOV5xCpAGyB0sdtZbZU5u1PCKJzwGCZg+5i9EFKsisAbPX5sdclC6ZearD/wXc/1zPZ3yeTzrwcC3MpjrumBB//trmWw/gpK6x36ipqsbq3UcA6NWmUcwNHWvipkuqfstdssp73+jtEvZOnM79ax/EkhGdS+yd79ehaXD9uT3qpCZLSgiRNDn+OekeHDWXvO7evTHLlhVE7Z4RJY123cLNulERCb8G+kZ28jGz0aiegKuiIZU6WPDxI7hmlZBWImNt0YKWV15J3tlnI4RrSsj/hi/Ouhw0GZNYFcgqCvoZJVHl/K7fc3H3b/h09RWM+vY9nIpevC2vST6tW+4J+/OEg8mkcGy3v/njryF8/HPqCpHazpyJNEBW08K/WMcyv1DVZSdf0JPzj20VNytJuNVYAXq2zObULtUvVN4uq2Bha+79qea6SlYu6V8l5mRF81hCLjqxHaYAbTXqK+YgKYOaQ9brqaRoSmFKCBHRlgau0D0yoiIjo8aXx449hlGj5kY9vKqInDt6S9jHZ9Mz7GNn8ScCAlqAOiBt3l9Kr3FfIZU7KUOgXNNAktj78cfY2ren91dfkdO7d80n2P81rLgESQBBCP6jbZZ099WInp+TbS3mos++QdFM9DxqTdifJVxkRaJnlzUsWDaEReviPnytUduZM5GWQ8/LsiZ8fuHEoDwycy2PzFwbNyuJ3aVwaZ82YcXnPHrR0QH3h+OyclNfU4Dv3f6AZ9tV7vRYQiauvQtzDWX5o8U39sM7JkQIGBfSt3NVJ09V1TyWkN4dmyTUYlFXPLz/v2GJEEWtLBshaz7rVxQEVDQcLgVF1Twuq9qyjqRGZM9RPSLo1BIh3Wt2W4wY0ZWcnOj+sERJpfeZ+2nTNRx3i0g2vcikc1hjH6GEDewM2MOmzbt/cvyoaUhlTgQNBPftWWUfHcfu3SwZNIjif/4JfoKyjfC3HhQlhPntS6LKOV1+5JHB/wEgJ6sorPdFgqqK5GTq4+4sAEcsXrM6pC6qnI4e2CmkZc9dzKw25hdOdVnPvGLM1Fm6vZBbPlxGz8mzuOmD5R4Hov/p3dVY/1tDLZU5a/PDEiHg67qqT1gyLJ6Ht/Awp1t8XqsrJFHwPLzXmOi1P5b4EFXVqh5eZjFV0/e5ZJWF6/NZuD78tVITLqfCs5Pn8OzkObic0a+l39bk89uafBZtKOBPrxosndo3pkuHXJZuPsiiDQW8+8M63v2h9u70UkOI9O6HYEqA8aZZC2hWc4ZKWpqJe++NriW0pgqMfDBcq4BKW6pHQwfjSJBYEnNhOceM+bKqD0+geSkKit3Owstv5tNp8M23sHev30E7XkK/84jsj0gUNG4/8UXSzWUoavyXl4CGrFZd9OwJ9NolmkiEQTyItBx6IucX6QUd9Iu6hu7u8E4xDkWgFGQNPBYfb1EytGdzvri1f9C4jkiDXcFIAY43Jknk8gEduXxAxzrLklm9+4jnsXZP1Q3X2j1FlfuOJHwOZpPE2MuPY+zlx6WsS8ZNSrhmOP8SeGtKfMeUJBhxTViH3ndfH9asOcQnn2wM6hMOxH9eETh+cEFYx7bmEvIYEvbYFgIHJbV5bymiUwldhF1RYP0SHhy5km3CcYgiXHQh3HMnnNy3FHa9E6KpTnAyzGVc1esTFu+Ofztuk0lm594Onue2FC5X4BYGkypjJLwvypIooKpa2D1XwiWScuiJnF80F3Q3kbg7anL/eD+dem1fBnRtGtKyE2mwKyS2gaBBcqFVXiC8l4f/uqvLTJ1BR+s33m7XjNsqsnXHYVRN48ozj8IkiQzoEX0JiWhIjb+OY46H4/vCPysgyj4z1VBVuO6WsA4VBIH33x9K48Y2Xn75H0wmAVkO/EskSQKCAFOnnsG113VnOxls5x33Sf2OFgGN9lxDR25GiKCHSwtyySGDIsp8989YFTyCzg8FiZO0mWwTjkNVYeZ3unXk1w++YmB2BL11/FA1kZt6v8ns765F0yQEIX5maUGANZuOAaBDc7CmThXjgMSz50q4RFIOPVHzi+aC7sbt7jhS7gxZtyPcFOTpf+3mzJ6hf3wjCXaFqpib+lxXxJJhqbPsmHCQRCEu2THe9GrTyLOtaprHKlIaoNnf0s2+dWtO7R7eRd7bBRNsG8AcQQEzd4quZKmKFwH9M2gaWP0aCtYWqSFEAB5/Ac4fGJ+xRBFGj4eO4cVjAEiSyEsvncb11/fg1VdX8dFHG3A4fBdEkyY2xo49hptuOpq2bbMA6MgNtOIC9vINe5mJEz2tzEIuLbmAVlwUVQEzEZHTOIGZLPQJVjUX2cOWMyoi6VpVRo9caQCZ+912Tr3KhBhhZ2A3kqhyXOvtbJ1uJV8YQjm/UFMvm3BRVdh3oBXrt/ZAEuGUwLGEKUc8e65EQril1RMxv0gv6P6oGpzw6ByPiyVQIGuimguG0zjQM89aaCBoUPv4xDZFWJ3A5ZCZMkFvcDdhyvmYrYEvw1P+Oy/g/tf+N9/n+Z2PDo1sAklI6giRk06FMRPhtefCvuMPiGSC1m3gwcB58KHo3bsZU6eewdNPn8rChfsoLDiE2bmLvEZOBp2ai6VJa0jP8nmPlTw6MpqOjPZ0yhXiEJ5zOr1Zwza2stcjRhx5mWiCUBWgWgMiKsVCk2r70ywVKIqAGMO1xiraQYJGjKKc6LOOfBH4cMb1aJqIosE14TcsTgni2XMlEcR7fpFc0APhXuHe6b7edTsSlSLt7bISglh1BEGfYLxdawbJzYld8hBFgfLSCv7Zq5ekPrZVFumZVWUZ1HoWuBwPUkeIAEx+EnZshR9mRCdGJBM0zoXpc0Km7YaisbaK85u/Cs5PQK1M3VgCIEDzs6HLeGhxNgi+giMeAsSNGRPj+RczWMAfrMKFwr7LjqPpz+EVgJNQWChcUm3/kbIchEhlvj+mbADSGEQag6jQFkIMLhpZkdh/oCWffHctogjt8mBYdDHEBklCTTEokRKo5HwiU6S9XVY/rdlfrbLqWUe3SJhrzSB5cWfpiF5tQ0TBN0Mn3F/WCQ+d7tl2ORWPJWTMPadF5I4JPleRIce0BPD8W1eklhAxmeDtz+Ghf8PUl3UXixrmf6sgQI+j4f2voX0MplJNgb9vhy2vgGAKENCpQcFsyP8Rmp0B/b8Cc3aNQ5ZoGj/LLoo0jSaCwBkmM2lhdoizYGYEp3MBp7KGbZQMzsZh/QrNUfP3ImNiJUPYJ3Sp9tqi9f0xSTGodsEEjQfomwg05xl2CKejqOWIYuQCR1X1OiZ3P/UCFfZ0AN6aqP/3GyQHodw2wV4PFIMSC96BrJHWTonU2uPvsjJ6zTRMRFHg2HaNAbCX2QFwlNs9rzvK7T5WEMlUFWHv8nPve7tpgokNs0WKixBJJlJLiIAuRp58Cc69GO4eA1s26paOQL1o3EIlIxPuuB/G3w3mGNIsNA2W3Qg7Pqh8HiSGQqtcXAd+hd/OgNPmgym92mHlmsbDjgrecTrwDg3NAm6x2HjIasNSKUg0rQTUrSA0RhDbVRsrDSt96Q6rPqZggMDyn3XlHehaLWOihFymSFMDTv+3NYPYuOcourbaVGMhs6BoMrQf53lqoiWt+Zg9wpXIigMpApGjqHoI7z1PvcCy1SchAOMugjND1GIzCJ9YYj9ClWcPp3y7+4J+pNzpifuIFv94j3DcP7HGcSS7S80gOC5Z5YO5GwG49syjqgVqKqrGog165mP/bs1CZryMyNSbz1mz0rnjz5cAuKXrLZx85VUBj3/t7h99nt/5xvCIP0N9IPWEiJtBp8Pi9bBwPnzxIfz5hy5K3BaSvObQ5yQYeh5cenXMrhgAtr0JO94P/3hNgcN/wco7oM+bPi9VaBrnl5fwp6JUM9WVAM857axUZL5IE5Ec96K53gYqVbZ0CpJtCoIUwDehysx2HssL9OQ2ZtKMYmQvOWJCZT3deUaayQGhuqDREXjp+9uYctOE8D+r13vJ6AaNfQOLbfSmjTCDvYzHpeoCJ5TRR1YkjhQ35p7/PceCZXpq85VD4IUxUUzLoBqx9ngJVZ79/ONa8d3KvUFf9+/D4lIC1QiOHO94j7pIkTaoHVRNY++RCgBaNUrzcYfUNa4KJ4tf/dOzbVAzqStEQHe3DBisP0BP+6io0K0eNlt8z6VpsOF/6B7gSH4uVdj+HvT6P7BWlR1+wmEPKEK83sVcReblsveZoL2OT9aJsgSlbCBSxp8Ikm9l2A2uToz6/QIUBK7nDnqzhT5sJg0nR8hgPsewneag2YNXPAPe+elsbhraiR5tt2M2hWfB0DQ91ZkeLxJIZVjpQQfpR/Jdb7PfMZXMzAJkWUIQNCRJRVUFFFXCbJIpLc/gsx+u4tWPJ1Be0QizCf7vBph4ieGSiQehRESoZm3hlGefuXKvz3P/1/37sGTZTBH/dQXCP97D7f5587etzF2XXysp0gYNk89LpwNQcriMD/73BwBvbXsbW7rVc4xkMnssIWOePgezNbQ1zWyR6kV2TDBSW4j4YzJBVlbo46KhYB6UbY3uvZoC29+FbncDYNc0pjodIYOWNDRe085gHBq+S1UBXKiOx5DSP/N55dVFLRDYjV6DVGA5XVlOV7+RBVAXgdg9yIlLKK84xNmTXmDB07fSrtl+zCHcKW4XSlH7N2mUNyzocQIWWpjH0Nx8E0u2LGTJ1hWI1vVkpJXidNrYsqsLazYex4LlgyktT8NigpFnwL2XQ/dgBhyDiAhHRIRq1hZJv5Vg+Bcms5klmmZaOFAa/R2kgB4E6+0qcVt+3CJEAE7v3swQIQ0Ul1z1yysr1bcVVfO4aLzXd6jCZC6HjFRZAVzyCgGQzGZsGYFvjM1WKWj6rvd5/9mpVxI+tl1unRZESxT1S4gkkt2fBwlODQcVdn7iESJ/KjJHwrrvE9hDG9bSg2PwLxUvo8lfo2kqQmVmzj7KWHBMISdtOBpBEiicV8LOlw5S+k+F33s1YCdoFSAE6Par7gcB9hXmceId7/D+nY9w/ol/4FKkaoLEpYiYJZX8w7nc/NKD9L/wbB4Mo76HgImTO5/GyZ1PY2cBLFwNazdBwRFoZoN/Xwx9joKBvSC35lhfgwgJt8hXsOql4dbnCIV3PMeqPUW8OX9LTCIE9JW9ZFshHy3ewciT2we0/GjALxsO8PO6gpCWH4Pkwruvi3emkqbh03erJjeNOybEn09+2ezZ7ta+cbXXvXuzAD7VRxVVY8lWvbHe0reWoXqJnXcf9637MeHpczzbV2RdjirLfFryWVCx0hAwhEi4OAqqglCjen9VwFxJhKnHpWQGecWFOyR1JQd5iMU0vbERgkn/I7S1tdD6+iZsu3YtbT+ZRwblVGBjJT05SFPAAXgJEYHKVORCj328sCSHCx5+ji6tdnLruV9z/dDvyM3S8+NdssSvq3rz0reX8f3SU1FVieU787n33laYTOGr9nbNoN3pcOXpoY81iI14FPmKpTy7P6oG7y7czv9mrY9rV9RJM1ajaRqTv1kTk+XHILlwx4T4s6/Id3+bxtWTA5IFs9XEnW8Mx15m5/e33q3r6SQFhhCpA5pHGOTQjED9akQQ+yAIJuzIPMKfuFA9IgRANAugaXR+rzun/v4C1p0HEdA4l3mspwufajdSKjSqGrIDkHcY/qh+ts1723HX1Nu5a+rtmCQZs0mmwmHFP9Bk/34XS5aUcuqpCXKRGcREPIp8xVKe3R9BgKdmrQeqi4VYEEWBl37ZHJPlx6B+cu2ZR3m2ZUX1WEKuGtIFkyRWc824LSEnds0Lyy0y5vFhqLLKaw/ORlNU5L/2ATDhx+tQNNWT4uv+138bwJxWFVPi393X26dfX9w0hhAJF1tzEKSoG8Fha+HZ7CNKdBREtmtqjQ4aETiOVXRmZ4BXVUTr/QD8xl7KgpVjFwQ0AfbeNJSukz727O7KVsanD+HFQUuoyMiFNkBTYJ5MqKuMrJiQleBL58CBFG6JW8+JR5GvWMuzu5FEgSYZFg6VOeMqQkC/gBQUO8I6LpLy7gZ1S6tGVRZcTauyhLTMSQuZhecmWC8VkyRiNolB2onq69X7wh8sfkSsXEeiSUTzmpPJauLqjEsDjn19i+t8nk/e+k7A41bvOuzz/IQO1StjpyJG/kG4tLk8ehGCCO2u9jwTBIGJVlvIKBEVuNPaBjxpthK6BcKMaH0B0XwxAFsoRqopBUYSKT7Ot06ChEpu2TbOLP4/OB5dhBjUe9wiItSdlCQKDDu6RdCL8+iBnVBjFA+qqnGgxBF3ERLxPCotPwbJjygInoe38BAE39dqg0UbCjwP7/iRPzcdYNn2Qvrd1JcTb41/B/L6iGERCZe8wZDRBcq2EGmCoSKKlLW/BO+YyxvMFtYqMq+5nEj4toRzP3/AYuNf1k5olk1o8k+grgIhF8H0LwSxSglbCXEnp6iYyqvfHUqawklL3+LHMx9DNlfeaWSaYra55+XFUDTOIOHEo8hXOPU5LjiuFTMr64j4v66oGl2aZ7ApvyzQ8LVKpOXdDQzUKFqMuCpkPij4yPNcURWPJeTd/e/7BKv6u2bclpBebRsnVb2UeGH89YWLIED3+2D56IjfWt7CylTzB1zDWPIqTQ+CIPCMLZ0BJjMvOe0sVqqkyADJxASLjXMqU8AEQUIwnwucW23sbbtg27KWKBfX0F/GJNH8ywCBH0Cao5gW+WvY3aavvqN7Y/h2e9TFHFq0MHPSScGCaw2SgVAiQlE1/nNBz5BxE4HKs3vX59CA/cUV/LnN15zctnEa2w+Vs6UgcSJEEgWaZFo4VFqz2yfa8u4G9QOzSeTGswOXMXCWO/lf92cAuGf9XdWsiM1z9Zu3Dk0z0bSqrJolt3+P4qie2PDSeb7FMO+YO8qzbcuwBc+a8YoJ8e9bU18whEgkdLgBCpfAtrfCf08mpLcv44pDr/F+EwtjxAlkoEd0C4LAxWYLF5st5KsqRzSNXEEgzz+Y9UgB/PYZlByCY4dAr0EgCMyYA5fdBqrWiOOym9N0cD6C3++p4FLIWLuLZl8vDjpFSfWK6ci2wNG5sLYw4vbWogjjxjWPKGPGoG4I1uPFfdF+9Lu1LNp6KGSVVf9+K27LwrsLt/PUrPXVfjQFYPshvaFBIj0yqqpx25AuTP7GP+29+nGxlHc3qDtEQfBkx7hcCi9/sgKAMVedgLkWhKXbMiGJgk8qseJQUJ1Gh91IqJUYkVdffZWOHTtis9no06cPCxYsqI3Txh9BgN6vQ9exQBhGg0ZAL5BEaCHn079kBov4M+ChzUWRjkj8uEHktOnQ8T0Y8AW8/eNa7Dd2gzfvgM8eh/sGwxOX4bLL3PQgKKpe1X7lHX3Y/31rNLd4qPzLaDx/Ff3OnIQoB/7DUAWRQ7mdfHee0iJiESIIYLEIjB6dF9kbk5x6s3YD0LdDLq+P7MO1/avX0VA1mLM2n8teX8RHi3eEHMtmlth+qIzbp62gx+RZQTNhEh0NIol6Yb3Hhvfimv4deGx4LwSqZxd4H1dfM2bq89r1RlZUvlu+m7bd8sIOWA2ES1Z45dMVvPLpClwBfi9VTfN5+O93c9sP1zFx3o1MnHcjt31fFYR62/dV+yfOuzH6idZDEm4R+eyzz7jjjjt49dVXOfXUU3njjTc455xzWLt2Le3apWCpTEGEzh3RMkDYBxyg+kU7F2gJ5ODJbhXR6FfxF89lLWSIOBDJL66jyCEzbIbIn/miJ6thZ7HGQq0HL53wC78sHUJj+Yh+8MIv2dL2Ww4e/pfn/ardxKo7+7Dp2R68+sUBDs76gIpn3yXzn21BP4oiSqzpfhGlmc19X2ifhXB2W7RZu8L7Sio/4xdfdKVFC0tY70kF6t3aDcB/v1/Le38EFhpuDRFOrQ3vwmFRuM+jQhQgL8vKgRJH0LLtodxH9VWENIS1m0ic5S7wsmqUF1bw+uV6zY+LPx2BySumaMfBMh8hYkkzB3SfmNNMWNK84+fMfK1+E3IukijUm+yYYAialtifjZNOOonevXvz2muvefb16NGD4cOH88QTT9T43uLiYnJycigqKiI7O0nKa2oqakEHBHWXrjFkoBw9ulRErw8W5FqsATOyz6NHxvN0pysaGoXMZx/TuHv2+czecA6qVt2kKKkyFxV8w5crK1O/BJEjvf5F3jdfIPsF+5tMcGAJaPmb+Kh3b+TycjQ1gHlDFNEkM1PHL2J90xMwV9rGFE03ppzbWaPH+v088/BOTCaqncczNwlMJoHPPuvCRRcl5496tOuo3q1dP5ZuL+Sy1xeFPE4UYNjRLXh9ZIAmi8DCzQe5euqSeE8vJALwxa396dU6J6zuwbF0Ga4rjLUbHJdLFwqyojLrb72v0e6NB7jxsuN8UnTDddO4ZIU3v/gHgMMPzQaXl1VEAFMbXQz4CxF/OjerqqHkrHDx3OlvAzBx3o1+QqR+E8k6SqhFxOl0snz5cu677z6f/cOGDeOPP6oHTzocDhyOquyO4uLiRE4vOtTdiKqXpcAEBPiOVRFUCyhmqmp+KXC8/DcFWj6a0JnNPE4B33C4vAlzNpwdUIQAKKKJr5tfzE5bW9LKK1ipHk9rZyPGj4QX3vM9dvxIaJQNZHflktmz+fq883AcOaK/6NacgoA5LY0Lv/6a8UNO4KsNsPoAOBRokQGX9YD2OQLQkqsvyubll/P56KODOBx6x1z3MDk5Erfe2oxbb21Ohw5W6hP1cu368eb8LWEdp2oErLXh7uHyU4gMnGh5+IKePDJzbVhdc8MRFjazlDICJBYawtqVFZXXP9VjQgRRoHWXpp7tt79Y6TlO02DCdX0DjuEoczC+xTgAnt/9EqJXzxfBIvm6Eb1cNV+d+RZ3r7+LHQf1YOv2TTPqZSZLbZJQIXLw4EEURaF5c1/Tf/Pmzdm/f3+145944gkeeeSRRE4pdtSiGl/WADlNFyFo+BYelaCVsIdmFedRYB1LgTQHgDX7e6JoNf9XaILIVMuNPLfvTsrIhMUw+QaYMgne/1o/5prh0O1kuOkrKHXCcS37c/WaHRz66gPWfvgh5fn52Jo0ocdVV9Fz1CjScvUf8Str6A1z/PEZTJ3aiWeeacfcuUUcPCgjSQItWpgZOjQHm61+lqKpl2vXC7tL4ef1gSr2Bsa/yqrbFZPI39+Fmw9yz9ndWLHziNE1NwLq+9oFmLl0F22Oqh6P5hYkbnZtOFDtGG+Of1MXIu//sN5nf6PJZ6B5WUQuP6Ujb1+nd9Yd88styHYZubL2jChUNvysfJ5jM+ldyNHdNPctujWCT9YwqZWsGcHv10rTtGr7AO6//34mTpzoeV5cXEzbtm0TPr+IEDKCvqQBrnTwaAr/j1j5XKKUHMdTZFm7UiKFXwr99b1jqPDqDfPoO7D6I7jtWihzwgXva/zyvoCkKagITPtH4P6fMknPGselD47j9n7Qu4XfoMWb4fAaUGVIbwXNTtLjYPxo1MjEpZfWbz9lIOrV2vUimn4xD3z1D7ec1hkNPN17E+nYnbOugDnrChCAM3o044p+bRnQNa9BWDXiQX1du+GgVDj55dxnAXBcegzWjMgttqVvLPdsv+21/fqIaT7H3fP7zT5dfMtLHDzZVhd2k/Y+giWj/sTNJYqECpGmTZsiSVI1FV5QUFBNrQNYrVas1iQ38Uut0YRsBK26+VK1VIqQEHeJAipHtkDB25vYtjSdLOcmruIAi/vfzNbOAwl0mymgcURpguoX5LqrAI7uBOO/dDJ/qwSChOKXw1teAh+vgo9WwzvnwXXHAjtnwqpnYb9vZ0gyO0DP26DHWDA13G6Q9XLtehFNv5h5Gw4wd10BPVpmhezhEk80YN76AqNbbpjU97ULcEG/KqGkqBo/LN8NwJ7NB7nx0mNRnTK/BHifo8zhs/33za8A8OTGZ5CsZj7+Se/Me/3FvZjycoAMR5NI9ni9Wmrxy3+CHGF6oUFAEmpXt1gs9OnThzlz5vjsnzNnDqecckoiT504BCtC+mg0P0GgAXIYwldxwa8T4ONjYdXLGiV/lGFfVswJK6Yx7qXTmPDcSWQV+/6ASAJc3FlgwPESJgnMWQ6OvmYlg/5vHnuPXc7GsjI+/EdC9S8i4n1eh37RueF7jYL598OcCyH/9+oHlu6AP++GH4aA40gYX0j9pF6uXS/cpd4jqY2kqBoasHZfSa2XZVc1/W9s0ozVLNte6NlvdykcKHFgdxl1G9zU97ULel8Y98M7Q0VTNc/+QIzNvYU72txGuSCgZNowmURUp8w9He7g7va3e44zm0Ru+3Yk8u5DyLsPcevnV1Qba/x31/LvuTcgUD0t3ZRuxpRuTni6en0h4a6ZiRMncs0119C3b1/69+/Pm2++yc6dO7n11hT2m6XfilD2nM8uTYJQldY1DX4ZCxs+rXzu9dspVlZWbbN7BeOmDOKFiX/iSM9CQ+SYJgJTzwDHyXDlkw6y//0NGS1KEQT4RRD4zbWW9KYXUnIoJ/jJK881Me05mm1+svoEqmapPw4uhbnD4dx5AV01DYF6uXa9CKfUe7Lh7parAVMXbGXOWt/YkVAF2BoK9X3tBkKpcKI6XDjKHGjOqjQ/Z1no5oeByGiSwUM7HtDHqKjeyNOOnjRZ4denyGWWuH3rJAAqAKHM6XnN7aZxVrh4/gK93Pu/Z45sUNk0gUi4ELn88ss5dOgQjz76KPv27aNXr1788MMPtG+fwuZVU1fIfAhK/+vZpUpUD071Y98i2PBJzUNLqkyTQ1s4f9EjbLj6OobligxreiylJdA2DyY8vY4vtTJPV0cVDU1y0ev0v1n0xWk1jp0hlPJw5uTwPqOm6G6bPbOhzdnhvaeeUS/Xrhfepd6FCN00dYWiavy0ej8/rd6PKAqeOasazF1XwOw1+Yb7hvq/dgPhjgm5d4Lv/vva3+PZtok2nt39IhV+731+1xREq5n3f1iPYndyWWVD0WmlnyNZzbhkFUwigrnqpsw7LgTAFKSr72Ot/lO1XVRz6nRDpVaCVceOHcvYsWNr41S1R+ajoJVC2QuoCCCE/hVf9ToIptBNfEVV5eQFb7Cs+Xie3d+ZZ9H1zdl94OT7DqBZ/apVipDXtno0vA8muNr2MWnV/gRrQJBg7csNVohAPV27XngX/Ppp9f6UMCW75+jvHnI/D6cAW0Ogvq9dNyZJ5OKT2zO3hmPM6VV+c0u6hYpKC4clXY+NsWRYsaZbGHflCdjL7My7oeq9b329GsATG+LmqzkbfZ5fdX5PAF7t9RSucicG4WP0mokWQYDs58HcH6HsaQRtWci37JwbWoR4hj9cgWtjsadGiQbMXgElv2bRYZiA6iV8RA1yNteQiikAZrjAOjO8k7vRFNj9I6gKiEamQn3F3S/mSLmT3o/NSQnLSE243TcNXYg0NJ47+KJn21nm8FhCntzxP+TMqsD7Ii83y8ObdCtKBVBR4aJxeuwZLrcsuI0Xeuju77s23E9aln5ul132uHhcXu4cl59rpyG6aQwhEitpIxDSRiA6fwLXOdTUTUOxRza0SfZ9g6LCqq970u70jYhmBRUNEQFNgGuW7EX4/RE+OHWSb0yHCNgAAXKFQsQwLDc+aCrIpWCpIf7EoF7QKN3C0J7NmbuuoNaDUeOJomoBC7AZ1G+CpehaMqyEef+HvcyOvczu8/yaYV09zyWrmfdmrgVg1AU9PRVcXbKKs/JPxpZZNY+0LJsnLuT5iz4OeM6XL/NNB7537vVhzrb+YAiROCFYzkJQL0JTZ+KJDPUjLQ9Kd4c/ZonNv+gHFO3NZsFD5/Pvp1awmQJa0YjhHE+PsSNp9/fNdP/yAh668htURDCJuhCpjCcp1rJDhbEExhS8dopB/SIVA1gD4V+AzaBh08jLyqBRZRXJSTN7fg8vzxyBs9w3sHVU82t9nn/h+tqzbTaJmE1V68vpMlJ5o8UQInHEZJmMy/4Dehe86neUPa6FZU9S1SE3CCoiOxudSGF64Pbku9blcod2hm+5ETN0f/ddbt+0iaO+nMaD8plsEKuEjFUCe94QKJ5D2K11BQnyTgTRWCYNBe8A1tqsFRIKqXIugVIlAyEKeq0UAwPwK+7mVYVP8HrNX4REOv68lXq/m7N7Vq/VAnp2jBuXXfZYQsZ/cQXmBr5WG/anjzOieAIm65fIjkvQrSK+lpGjb4C/ngXFSY2/piIq8ztPDPp6u6YBa54BkN61K5fc15V/abB8P2w4BGkmGNIeGnMDfPpQaCXkRlOg54TQxxnUK4J1rO3XIZcl2wpDDxAhbpHRs1U26/YWV/vT8C7r/taCrSFdR5IoMLRnc8Ma0oCxZlh5peL1iN4zrfRzQHfHuC0h7+V/gC0jdGFHkyTyL69MrUDZMcFiP8w2/668DQ9DiMQZSTofwboQ2TUZTZ2Frrn1H8SMli6GvZ/JrKvLQBMCd8UF1ve+gzWtLw0oVkQBxpwbeh6CAH1b6o8q8qDnOFgzhZD3lYIJsjpBh3+FPplBvcMdwOrfsfajxTsCWks8FguBGsu+iwLkZVk5UOII2DvG+3xAtW65GoR0HamqxugBga2JBgbBCCQ4bBm2avvHXnZcbU2pwZBaQkQtB/tKqFgByhE9KNPUGtL6gLWb7kpIAkSpLxbpBzR1G4ryJWgHASuCeDTdRwwnq+ViFtx3H/sW+bZgz2rblhMfeIAzht3CtPsFKhy+FYRFAfp1hQkXxDC5E5/Rq6fu+IagYkSQIL0lnD0bpMT0SSgthb35+kWrRTPISd5u4w0a/461wawlQ3s259TOTZj8zZoax9M0eOWq3vRqnVNNZAQ6n79VoybXUaCuvAYG/giCEJfsmFiwpJkbZFBqMFJDiJQthqJ3oWg6ei27KisD7nhoqTE0vgVybwVLchTtEcSOmMS7qu1vM2gQV/7xBwdWrSJ/6VJUl4uczp1pd/rpCKIehb38efi/z+GT38ApQ7McGHsu3P0vSA/WFqL8MMh2yGgKUhBTn2iC06fDmudh1XNQsa9SwAl6brFkgy7XQp/HIK1ZfL6ISrZsg9ffhxk/wJbtvnfO7dvAeUNhzPXQq0dcT2sQZ4JZS0D/kQ9XJHiLjEBjBaMmMWR05TUwSD0ETUtk/8zYKC4uJicnh6JFkJ1pgpBJWBIgQvPHoOmdunshFVBlKPgWdr4OZet1YZBzEs72N7EoO5fV8i6wOmgmNKY/x9AGr2AoVYUVH8HCF2DvCn2fJRP63gCD7oRG7Wo4rwK7Z8GRNaC6IL01dLg47qm6JaVw13/gzQ9AkkAJ0hbEJIGswIiL4JWnoGmIZr8FhTD/b1i2DjbuArsT0m3QrR306QaDe0OTHK91VFREdnbtmF7q4px1jVtMbMov4YPFO3xEwpk9mnPzoOrl15duL4ypVHskAiYVMdZucuO0y7x4zRcA3P7hZVgaeNCpN5GsoxT61sLJBK8MEM2/H4q/hQ7fg9QowfOKkfKtsPQsKN+MLqT0q7Rm34Vl/2e0aNKF70+4FrtgYxM7WMAKjuMoruFcLKoEn18Lf3/sWzvEWQqLX4UVH8JNv0CrID5NUYJ25+mPBLFxC5x5CezZpz8PJkJAFyEAX34HPy+AWZ9B3+OrH7d8PTzzCUz/RX+PWdJdWJqmx8ZIYuV+E1w1FG4+P+4fy8CLQGKib4fG9G7XiOU7jlSWX8/3BFi7BcaHi3cwudJ6Em2pdn9XjoFBpCiqyh/r9YKQp3RvhiSKqJpGfrGeRdM824oYLDvAIC6kkBCJBA0qlsC206HjryAlqap3FMDiQaiOAn4uPJNlxX2RNRPtbDv5V95XZJlK6XJoC7csf4eXTrwFtbK66T9s4gO+Z/TCbboIgeqZMKoM9mJ47zy4d1twV00C2b4TBpwPhw/rhptwURQ4UgRDhsPC7+HYo/X9FQ6Y9CY896luWXELF+/Gq5rmtV+Gj2fDB9/H5eMYBCCYmPhz22Gf4/wFRrcWWUyesRoNo1S7gUFDp54KEQAF7P/A3nHQ9sO6nkxgtj3NBzvO5D9b/8N2e0ckXAiChqKZGLPhNW5u9Sb/1/kBOh/ezgn7/2F5qxMA0NBYpW5AXvBCzf+BmgLFe2DNDDj2str4RB5UFa6+VRchcg1WkGAoClTY4bIbYeWvUFwOZ94Oa7bqIbbhjikrhF02xSAylm4vDComAuEtMPp1bByyTolRqt0gGXF6l2d3BN4GDDdNBNTzb0qBoo8gZwRkx5JqkgAUO/+dn8OkzU/jvlIqmD2JLBVqOi/tvo3FxScz54QzGbR9oUeIALTbsxdTcYhGd2lAU2DNSFg/EqQMaH0hdB0Luf2CFyOJA1M/gj+WxjaGosDmbfDws/DtGj0OJEnqaxkAUxdsDZmuGwhBqG4xCUQyl2qv77Ep9R2l0kTrsstMuVQvLHbi46fjUjRUTUXT9DRwURT0ba8MQ3dMiD+vjv7a5/ndX1yZoNnXP+q5EAEQIf9eyDo/oRfeSPnp7x1M2vxQ5bPA7aNVJJYW92Xixud5q8fNSKqMUlnl1Oqo3kVXA1ztJMr7W3AeZUIzg1ihkbbNSfpWF6LzMOz4GLa/D+2uQjvpbRySGTsqmUiYgswjUjQNnppCVBcpf1QVnvsS1HS91059oD5cxOwuhdlr8qPq1huJmFQ1OFDiwGaWkuL7ijW41iA5cMeEKH5WjKWbDvg879K6EQUl0VdcTTac5U6ePn4KAHf/PQFLHacxu2kAQkQFxzooXwgZAxJ7Kk2DgtVQVgAIkNkC8noEFEDPLG6GhIwS4r9AxcT7+6/jyS73YfISIkV+UciaCY6MSMNxrAXPLySgmDVKj7NReoyNRn+UY9sjU2zOYqZN4XPnPPak6RkyAtCXHC6nJQPIxRR5RxoPi5bC1h1Rv92XDHDZqBfulfp0EVuw6WBUIiQaBv3vFzTq/vuKR3BtKuMoc3BvszsBeKrg2aBN5uo7t39Y5eZ2OWSPJeTWt4azvURvmNe1aSYuReXjX7cAcPXgzpil+Nzo1UcagBABMEHxF4kTIhVH4O/3YclLcHiL72tNu8NJE+C4kWDNAmDXEZi7vXHYwyuaxPsF1+KQrKgI7KMlC5oN4KNHrkEDuuZv4hJxOoNbzcOG0yNCgCoRJGocGZDOP2t680j3h3D6FSrTgL8oYilFtCeNl+hJK0KXNg7EomUgipEFqAalaeXkkseYFRX17SL2+dKdMY8hCuFZR9yH+H9fl/ZpU2uWpZriYeIRXFsfrGSpgtPuol/l/5HLLvNn5X7VqdCnSx5SpTvmSGUUfLMsq8+9ZLAMGrPVBCX6tsVqQkneyhhJRwMRIjKU/xn6sGjYOg8+Ha6nzAbi4Ab4fhzMewiu/g7a9ifSdh2SoPCHeApNhL0s5FSKaASoYNUV9j9tjuFv8XjasItXGEsr9lUfRBBYqJ3CE0c/gICGJlRX5+74z91UMIp/+JDjaE7kdz2r1sZJiNiA5LAcxkSiL2K1jd2l8HOlaTsWoon3cX9fD81YzaRvVqPVkmVp6oKtCQmurU9WslThhX99GnD/skfms8zr+TWfjgD0ezm3+HA5ZJ6/4zsAJryQGnUBnOVOz7arsuuw/zYQlZvGWe7k6WNeAODuVXdE7eppIEIEsK+K/5hb5sBH51amzgb7garcby+CdwfDqHmIwqkRn2pvo+asoyMlZGOSXQxd8DPDZ39Hs0MFlKWl89tJA/nyvAu5Ned1PuZqsvAVRoU05mnhHl2EhIgFUYAiXExiI29yTMRzLS2ruV5I2GRRL6whibqIJYJw7sxL7HJSBA1rtWRZsrsUj1CoiUiDa8Oxkl3YM3zLaSJwlFXFRzjLnAG3gQbrplE1DckiebbdOGQFVdM8xmnZK8BNVlTmVnbqPad3G0wJdtm4Y0L8eaH/az7PH9xYvQp4bdFwhIhWPbgzJor36pYQTQ2vm62m6L8yH59Pt9FbMYmNffrI1IRLM+M6TqSYRvRduZzXH7yN5ocOIIsiJlWP5x649A/uff1Znr75DmZcfRHXCB/7jPETZ6EihhQhbhTgL4rZvPABujhkaNINuo/wuJdqwmbTLSIxixEbKS9CEnURizeR3Jln2Uxhu1Vqi0RaliIRXqqmHx/q/zBcK1nbrGOjmXLccMeE+DOp4/0+z18oe7k2phMUl0thyqt6764JY/tjruH7v+OrqmwWl13mlav0LJi+/zmNU45pWSkMNQ47Q/9AbzpYytAnhwKw5VCZZ//mfN1Hc0LXpgB8tmCbz/uaZDdM4RaMhiNEiPOP+7I39L4u4YgQN5oK9iLyNr7DJcfcyZerCEuMpFs0Mjo2p/fqFUy77VpMih7pbar0fQiAoGlYXC4efOVpXpVHo42quoYriPzAeagRZsVIisyXNif3/j5FL5A2ZwIccz2cOBEadwr6vp5HRXSa4NQDt0yZQ4n7RSzeRBq/YjNLDO3ZnLnrCsKqH+JGIGTP55hJhGUpEuElCng6B9dEuFayD//cE8lUDcLAYgtc3HHAca18XmuZpv/rcsget7XLoSCZJS579EwKKlzIzqq7LZMlvL9b7xAT/f+/6iKQCOvI3X9P8Gy7KlweS8gdi8ZgTou80KWPq6fcFXA7UhqOELHEsS244oKlr0UmQjxo8OfL3HXJv5n+T+hFJwB3DhJ4X4B5j96DSZGRQgRfjH1jKlvPaEF6W90KdJjGHCbyH2ZFMrGyTS+9Dw2AqxxWvAGrP4DLvoN2gwK+78TecXLN1IMg8wyrFPeLWDyJNn5l9MBOzF6TX+PYAvDx6JNom5vOaU//UisWlERYlsIVXpIoMLRn85DnjcRKNm/jIQRT3Snypwqe9Ww7y5weS8hj257AklEP7hTCYEplTIgbyev/d/6Li1Aqg1pvf/lC1u0tAqBL8yxUTePLhdsBuHxgR487xpvZf/sKzQv61dAbLEqCxW2Y08xRxXS4Y0L8eeGkV3ye37bi1rDHrAc/9eFggvST4zfc9l+h/EDIw4JyZDstxYV8dBVIlb1R/HGL5iuOh0lD4aQVf9J51/aQIgRAFiVyvq4yE9qjzH4BKDen+e7QZHCVwbSzYN+ygO8ZfCq0iG/j3pTFfRGTxJp9TJIoMOzoFrVuDXHfmdeE28rgTb8OuTw2vJfeB9vv/ZIoIACPDe/FKV2aYjNLterGcVuW7C6FAyUO7K7YVfHogZ1QQ3wIVdUYPSD0DU+krh7Bkh7ewQnAmmH1PLyFhyXD4vNaXeByKT6PUPsTjXc2jdUkYTHp617VEmPpqE80EIuIDJlD4zdcSYCslAh5rGQFxcfn8Wojga9/bsFP67PRvAIiujaFfw+Cm0/SLwSXzp+LSzJhVkI3/zOpCo3mlnJggl5rJIPyqOeZ6QiQDaSpupXky4th7Ha9eZ73+U1w+83wwOMxFjSTqRcrNBzrQbgXsXgSa/zKyJPb071FFlN/3+bTaXdoz+aMHtDRY0Gp7ZgSQYD7v/qHeesL4paJ4hZekypdWN6WEUkUUFWNx4b3Cmv8SF09mjP6v9/6jDsmxJ/X3vLNkLzz9uBlGyw2M/f8cG2N55nwwvm4m9S7HArvPjbP89qY/53t+dVWQ/zYndO7DVD591RpCRl2fOtqQt4lq7zz/VoAbjivJ2ZT/ESMJd0Sc1Dq3avu8Gy7yl0eS8gdS8ZhTq9y9dhle9hj1oOf+TAQG0H2pfEbLyqXjC+SprIMJ8s7aDxw4808fHgjG/dcg6gMo0vjozmxreDjSzyuuAIhAg+7UFp1bCMO01rbxV5aB0zbDYaoKpy6dXHgFzUFSnbDlu+h64XVXv73rfD+Z7BpawxuGjuQQcoHrMbzIhZPIr0z336wjA5NM3zESN8OufTtkFtjto3NLHF692bMXRd7ym8o3Bf4XzYciHu9lnCFVygicfUM6ZrL27Iz6DEGicdsNbHnSFWyw8UPDfFsH/TqO4O95pvEKqtI1fVDEoWUs5YEdfWk+7p67MWGEPFCgKYTQYzePVGN9CYxD3EkLQcVCVD5Lw/xdOO7Ob3xU8D/YeNc4A30ZjE67TOb+lhMQqGlC6DpNdYFEYaXfcOrGWMjmqMmCFy84tvgBwgSLHspoBCxWmHam3DKuWB3RF5TRBBAcICWFXuZ+GQgXhexeBKppeLsFxf4WBd6tc7xER81uZUu79c2YiEiCHoxqYJihyeLO9RU3Z8lUfVawhFe4RCuleyaE1vzdlQzjT/WDGudZ8d4M2Fsf8+2y6V4LCFjbjrRkzWjqBq/r9O/5/7dmoV0kcbKMW2r0q1FBEad0TWh56sv1HMhIoG1GzS9N77DdhgC5nRwlaPaoXwllK8CpQTQdM1j7QwZfcEcQLMcTsthRdvjK5+JgMpzTOQTrkIA7MziEKNowscIlf9FtgEXwvRXqg8WAE0SkYccjU3ohyg0J81+OpcprfiIIooqNJwHzGiygKmJjJQT2FwhqgpnrptHi5IaLh6aAtvngqsC/GNJgON6wZzpcPblUFERfsdck6R7e955EkY9F1333mQkXhexeBFN9ouqwZy1+fy0Jt8jDMJxfQzsmhd21owowPy7h5CXZcVmlny+r+nLdwe1LCmqFrK/UbyyakIJr1CEayU7oW1OTPOszwRL0TWbJc9rYoB1rWkahyrroDTJsCCE0YOsZY5+Iys7ZN58aI7HKtIi2xaXFmYu2bfOSKBtIK5ummSiHgsREQQbtJ0GYpyju62ZqF2vouh/b1O+UqsqSVqJWgryIShbAtYOkD0MLC301xRBZFrfy3B6RcJriOylNSs4gd6sAFQczKOM98hktH5QvzOhVUe0fTsQQriGBEXFeslnWOmh77DBP2sg+2UXv3wioTmrFnPWmUdoNn4fOecVIlSuBlFV6FqwhYd+/F9434e9EMytA750yomw5ne44XaYO18XGcGEhSTpbpzex8IHr0K3LjB7NXw8O05ZOElCrBexeBLOnbk/7t/2YKXXA7k+bGaJYUc3DxmT4s48aZub7vNe9/cVzLJ0RvdmzFmbH9J6Vtf1WrwJx0pWXFxcp3M00HEHolpsZsY+fQ77inS3g3fV1XAxSWK17Bh3TIg/H8xa7/P8lot6RXSuRGNJt/DglntiHqeeChGTbpboMBtskVcGDYWyZw8HH/oZeYsWsqCqYwcceAeajABLF1AFkU/7jqh2uITMN1xUKUR0SnmDDG5EQNArhD34LsKEM3UXY01i5Nr7oYMuQux2uP56mDYNTCYzmp8bs+SXbErmNsLWvZxuP/yDqaPCoE2/88h3/yXdFWYRuBBxJ21bw+wv4Jff4ZW34Yef9Xl5YzHDkAEwfjScc4YuSgD+Nw6++Q2Ky+uHiybZqOnOPBLCcX3EK2g3kGWpxC4ze214gqqu6rUEItmsZPUBRdU8lhDv9eze1jQNVdVCZosZ1B4pIkR090VoKo2/aX2hzQdgjb9/Ti0q4uCZZyJv2xmenVkDZDj0GeSNgvsm/Je9jVpVO0zBxFY6+bxRYRtOFmKlMuq792nw/Cx48DIoOawLALcgESX9ZKMegtEPA+BywQUXwLzKIG85UCyVoosIxyYbW/v2ZPbdZ3KytjSMD1aJIIEttJlbEOD0gfpDUWDDZti9VxcXLZtDj6PAHKC2TvNcePM+uHxS+FMyiIyRJ7enY9N0pv6+jV/XH4ip6FhNro94BO36X7C9L9rJXK8lFMlkJUtFzGbJkx3jjgnx589NviUXurdtVHlzU7VownHTiIJA60bVXdGxcMN5PT3bsqJ6LCHXnt095YJZoyG5/hqD0WQ8uN4HtQh9yt5XVBFdgChg6QpN74TGN+oXyHijqRTfdSnyxvWRt6VXYePsXL5967ygh1Sv9yHiYlWVEAHodwZ8uwd+/hx++hgO7YO0DDj5bLjwJmhW5SL573/h55/DsyRoikjFkTRuf2UKS7yCwGpEMMFRF4EpsjoCkgQ9u+mPcBhxBuzYD/eEFyJjEAGBSrv379SEP7Ycimq8UK6PaIN2Q5Wgj3fRMYPUwOVSmPK2HqQ64cYTayztHojCct+MpKaZiamJ4lJUPv1tKwBXDuqE2U9cBIv9MElivY0L8SY1hEjzxyDzSSidpXfRrVgOykH9QmhuC2n9IH0gpJ9CRJFDagW4VoJrNWhlIKSD+WgwHw+iXxEhxYG65GrKP5obuQgB0KDxrkJ6z1vCX2cELq6W5e4h7UFEDVQDxJYG512nP4Jgt8OUKZG5M2TVzJ+7T2bp7r70axO4WJkPmgx9xoV/ghi4+2ponAXjnwVFjSyAVZKqhfEYELy0+5JI20P7Ecr1Eak7ItwS9Mlar8WgdunfraqaoqJqHktIl1bZEcdzGNQOqSFEAMQ0yL5Yf8SKcxmUvAjlnwHu+vje7h8TpF0KWXeA9STd/bFyJBWff4UWfmp0NWSTxMUvfxJQiIgo9MPfJaIgEl3U/PTpcORI5O8ziS5eXTyWdy+9oeYDBUlvhNducDTTi4rRF8Lg3jD6CZi/oubAV6h6/bQTYF6QcigNlXBKu0dLuK6PcNwRkZSgT9Z6LQa1S7AU3aaZViRRQNOqLCG56Za4ZL0YxEbqCJF4oJZB0f1Q+hLVXTzeZg4ZKqZDxTTIuAWK2kL+dAqWZGISyhCjjJo0yQqnfvsrkiyjmHy/ehWRi/jG7x0aVk7z+wwKbJkFS1+BfctBrgBrDnQ9D/qOheZ6t85Zs6qyUCJBVs3MXH9+zQcJEliz4dJvI7NAxYEubeDXV2D5enj1K/hhEewP4EVonQcXDoAx/4L2eZDzWvVjGjLhNF2Lhni7PsJtDueOS0nGei0G8cWnnLtX2qvLr4Oov5tGEITKGBDvmJDw4kKimmeQNNxqKbkB3DTJlh2TaBqOEFEOwoEzwbWqckeoUumVr5e9BYrAwmYn4rIX0VXbENM0JFUl80gJRU2rCt9IyPRlKa3wLh0vYaE/ZrwCbvcsgekjoHinLga0yj9IZwn8/Tb89QZ0OAMumcbhw02jTnktdtRkhREhswVcMQcadw5vQE2Dil1QsRvQwNoCMjrFJGL6dIe3H9C3DxyGjbvA4QSbFbq1gyZeH8HIgPTl980H+CmClN1Iip7F0/URbQl6IxOlfuOOCfHntfd93cl33hpmrFuCcMeE+PNFZSM8N9cO6VILs0luGoYQ0Rxw4Cw9FiSKKFPNAnmtDrFfjU/QkOBVZlRCpjGHuRf/mh0KWdxW9XTHfPj4rKpOuJqfylDlquPeOZk08xoEwYKmRX6xt5q82jkLUmVmjgbZ7aDvbXDsjZDWOOj79flpULgYtr0K+78D1xHf16VMaDYUOo2FvNNDpgDXRF5j/WEQmg8X72DSjNURvee0bnnMryyZ7l3EzFsgROr6CEckRFqC3j8uxchEMZBEgQE9mtf1NAxC0DCESPFj4FpBePm21REE6CxvpTy3BSqxtywubZSNgIqGQAv28yx30gTfAMFsHsDGGfqTsgKYdoEuQkL1udFkOLKdTuKXaOKVkUdpihrdj0mH65fDvqXgKAZzBuQeBR3CFAwVe2HFTZD/gx5Q7F+8BEAphf0zYd/XkNsf+rwPmUY55GgI987fHW8RCaIAr13dB8BzjtV7iqJ2fYTKfvEm0uZwyZaSa5AYbrniOB7ooFfLbnXaiZjP0S0KY67rG1aGiSAIUWfHuBSVT+brlo6rTque/eLNlYOqyjFUlDmZsXw3AMP7tCEtI85FNlOchP7lPv7443z//ff8/fffWCwWjkQTPRkr8jYofoJoRYgbCY1Og/ZRND9EDekaUCSJlYP6IFvMdGA7lzCdocwhDTtVnd0s5PAomdxY9cYVU8FVFn6zPU2hzUW/w4wrI5+kKnD+uHJo0Vt/RMrB32HReaBUZvsEEiGeeVa+dngp/HwM9PsMWl0U+TkTQFKs3RBEclEHPd4i7DrrVI/3cP8bresj3OwXN+6U3FDuGVGAYUe3MKwflaTC2gU9VmLagm0AXDGwY8h6GU67bqnVFBXNWfnb4RVvockK5rQAxYjqCG+R4vIKoDWJQo0CpiGS0G/D6XRy2WWXMWbMmESepmZKXyNe7Vttl4pgjn4sSVHIu20CX5LJl6zkYlaQBghkYKIbOfwfLVnnK0JUBZa+HFHHXxWBXy48jUbnFoIUiStKQ8qRKb18RwTv8aLwT1g4FOTSmgVItdPKoDrhz0tg/4/RnTvOJMXarYEPF+9gxOuLmLuuoNpF/bLXF/HRYt//Q7tLYfaa0CXQvQkV72EzS55+MKEIlf2ioWe/LNvuaxk8tUvTkBYRVYMBnWNvRFlfSPa1Gy0vXDqNFy6dxisjpwd8Pdh+g+QnoRaRRx55BID33nsvkaepmbIPiVcVCUsjFcvFZuzTBUwRRoKqgoCpeXNOuuDyykZ2D5DDA6HfeGAtlO6r+RgT0A7IAkTYnNaZvY1b0vbZrZQsOAGlVAA1HAEl0P7VTSy0HUCmO6ZAAu7wStjyJhz5B5yFIKWBrQW0Ph82PV4ZwxJloRVNhWVXwdANYG0W+i0JJCnWbhAiSWl1W0ZK7HLENsF4prpGmv3iZuHmgyEb2QkC/L7lECP7d4jLXFOdZF67saBW/uZqXr+93ttqAhtSuTNgIsl+cVZUxdq57LLPttPrWEsSWXHqiqRyqjocDhwOh+d5zA2flHxQ98c4K1+a3uli3fxcsg4UhS1G3L+hjd56C8EU+ivfuR++WwgHjkBH12GuDXZgBqg9BZZIJ7GnuDWy3UTTjIOYjtKLnaR1q6Db7FVsOPsYlFIR5CAGMEkDFdq/spmmVx1AAWaMHkX/a2+k1cCBuhzZ+RlsfBEOLQ4Q9yHCvu8rx6p8RGU40kAugX/ugH6fRDNAnRH3tVsD0VzUzVJk/yHvjurHkO7xEYPRZr+43xfKiqNpJLyRXX3OwKnNtRvsQu5/UQ/kptkzf0m1fXvnL4X53vWXghd5jAV3XIg3n/++3ef5daf7Zr88f96HAcd63e/5vfNC1GxqACSVEHniiSc8aj4uuGJLtQ2E1ALenzmB6855kazDxSHFiCoIaILAR288zAPn11yfY94yeP4z+P6PynOJ0Dc7jWsDFGI9nNOId83X89I7t7H9oK/5PCOtlKwLDtPswn1knlRCr7/+Yu9TbTj4fnM0h4hgqmz+pAigQc6wQlreu5vs04o8Y+yY+R373v6ArpdfyrDbbIi7PqoKVK3mdvH6EVEqH2aic/xpCuz+DHo9DWmBO/omI3Ffu0GI9qLuUiKzh/RqHb/289Fmv8SaNRMPIo3DSUVqa+0CnpgQf6b/4etKHDk4zNIABjViL7NzZdblAHxa8hm2DP82IslBxELk4YcfDrloly5dSt++fSOezP3338/EiRM9z4uLi2nbtm3E41ThCH1IFBw+Oo8bl33Bg9c/SJ9fliCbJEx+JT7d+/Z3aM0zr07GctZZQcfTNHj4bXj0Hb0aqPsOUFZgXUlXHKoFq1jVE2EFx3PWzz9xsLRpwMDDsopMyqZnkP9lazrdt4EmZxyg4+ubafvUNgq/yMO5w4rmEjDluWh88SFsnXzLxYpOF6ZDRSBAl5bTEXZSGeQYgcvFRfRiBAF2foDa7T424mAVdjbjpAIVCwLtsXAsNnpgwxKB6eWJJ57gySefrPGY5Fm7gYn24pxlM4V0cbgR4pyBEkn2i0DVues6aybS4NpEUh/Wbqw8c+AFAJxljqqsmQF9Gf/p5VhsiXVvXHWangEjK6rHEjJiQIcaA2z//f01nm2XXeblSz4FYPyXV2I2Mrx8iPjbGD9+PFdccUWNx3To0CGqyVitVqzWODYdErLjN5YXpUIm+e1bM2Hee7Rbv5WLX5/GsI+/I7vwCKKqUZGRxtIz+vPlbVez/PSTEQWBm4TgSvSxd3URAtVLlhfJjfhk71WMbPURZlFmdenRDFy5ALtsQ9NquMqrAhqw5fEeIECT0w9gylFoNrpmV1W7sm0MnjedXpcrtO8C7bvHUHfMBViI2E2jobGz8Feu5DL2VhaWcy9UAb3UnAbkIHI1jbmGRrQk9A/RzTffzHXX1Wy6TZq1G4RoL842s8SwWsxA8XdlhNOQDvT/19unrfBYHMJtZDfoqKYxzc+faOJwEkl9WLugZ8e4kRXVYwm59JT2IbNmrBnV5zjx65EB98ebQFkuJklEEgQ27tddWUe1yEb0yo4JFvthtpmMuBA/IhYiTZs2pWnTyP7o6wzz0USUrxgm68xHebZ3du/Eiy88wIsvPICgqoiqWr18uwZX0SjgWH+uhf9Mrfl8r+wYx/Vt3kPRRC5YMxO7bEVRw/mv0z/71ie6kdmzGGuLwBYiSZMZUPIHlx36in5lK6AjaHcBG0GI9atTiHiVCaikHf7LI0IgcB3cIlRe5xBvU8iDNGMkjRBrUD1NmjQhOzsx4rS2iKXLbDhN4TSNmCqjBnNlDOjSNOS53cxZm++xOIQzZ0XV+GX9AXpOnhXSbRKuqyXa4NpEUR/WLgSO/XDvT4Z2985yJ//r9jQA92y4G0t68HofLqfClKd/A+Cs606I+Fwup8yUSXMBmPDYmZgtoX8oXS6Fl97RY2Juu6FfwG7D9jJ7yG0gqdw0CbUP7dy5k8LCQnbu3ImiKPz9998AdOnShczMzESeWkfMBNPRIK8hHmJEBXZK7SiSGgV8XRNFFNH3j0nSYICQQTsCL+iXp4du3ra8uC+Pb36AYxv9w/bySC8SepOngpktaXvT9mqvNnMW8OKOu+nk2I7i5UcRiomPflOIKng1Qw7QdTgAKuBAYzL5zKOU12hNWhyy0ut87dZAtF1mE90ULpQr44LjWjFz5d6QF3j3S5NmrOaLW/sHnXOg99XkNgnX1RJtHE6ykMxr1yDxuGNC/Lm+ha9F7WvVv7dZ3ZFQITJ58mTef/99z/MTTtBV4y+//MLgwYMTeeoqMm+FI7eFPi4sBD7ODPyfHAxVgFsJ/MN+8AhMmxteS/uHNv2XLjmbkUQ5TGuI7yQKZrak9XU7EC1Vv64tnft4e+sYcmTdtCi5g041IEAjuahR0cVIBLjEyE2Xv1HGjezmXdpgjVGMJMXaDUIsgiJRTeHCcWXMXLmXxy46mpn/7GPJtsIAo/giCDD19228PrJPtTkHI5jbJBJXS/smGXUeJBsLybx244E1w8pL5XXTxdIsiVxTGUjrcvr+cKua5hO37++mMbJjgpNQIfLee+/VfS57xjVQNAm0I8Ryi68iUCZk8EXGxRG9bxLN6E9GwNd+/QtcYdf9Eths7xp1bTal1EzZmkyyTigBIE0pZ8r2u8iRizH511lxAc7qY0RNhEJEAzZndQp5XKDTLKKc5znIfcSWepoUa7cGYhEUiWgKF64r4/cth8gOM1BP9UrL9Z7zrR8t47eNB2sUC4IAb/y21fM9ROJqeeHy41O6tHyyr103JklMiuwYZ3nVj52r3BVwG8CSbsHlVNiwT88uVLy6/SqyyvrdRzzPTWaJ7q2qZ565nF71RLyEjL+o8XbTRNpt+NOSzzz77GV2jyXk3f3vJ5U7xpvk+gtKBGI25L4Fhy6NbRg0Pm38fxyRGiNSc8kuqfL1h2nOdQTvxna4JMJJxFggtvWhfRSjm2bPP/IjbZx7EAOJs8TVBQoLWZD4u/GxUb1XA96gkLPJ4njS4juxJCNWQRGvpnCRuDJ+Wr0/ouDnQBaHUCLE/b45a/O56f2ljDq1Q0SuFiDqOByD1MMdE+LP8ye84PP8oV0PMuXJXwMeO/fjlT7PzxsdOHvJHRPiz2uP/YLmUih7ZxEA9++ZjKWyH407JsSf1z9Y7vN84i16nYdgYsOWYTOESJ2Sfgk4xkPpy1EOIEDGDdyYPo5GFPMuh1mHwyM4NHyzVM8iixvJpU+IC6GllgOnx5e9weEBv7AnP4sbXsmHFlrg9Nr4xvZGPJ5ZU5jZ5tyoTycCT3OAj2kX9RipRF13mY0kpVgjslZN3um8kZ4LYN6GA8xZVxD28W7hE20cTjDqc0E0g+oc1SL1A4trk4YhRAAavQiYoPQFCGnTcFN5XMat0PglJEFkBI0YQSNWUsHXFJOPTDkq2Yh0w8oIGtEszK+1XaTdqTVisopkHNnNzoUl9OhXQm6rGg6M9+9kBHOWBZEN2UexsvExUZ9OARZSzjacdAwSJGwQPyKtEyKEeSzAmX4Wh0jOBdXjQULhdrXEK7C3IRRES3Xu2XC3Z9tV7vJYQv694g7M6b53ixPuG1x1rEvhtWcXAHDm1cfRvXUjT1yId3yIz/sfO7Pq/U6F1x77BYAxk4aguRSeqbSIeHPbDf2q3iOrHkvIrdf2CavbcCzYy+yMyNS9CZ+XTk+YRaXhCBFBhMbPg20YFN4I6j6CC5LK/WITyJ0KaRdWO+I40jguRtP/oOOhTR7sPhDmGxT0NJwIC3sIqBzVYiPa938B0P5UUFwgBbPIuAuRRdMyJvAEwkbUNB48/uEYipdUjgP8QDHjSJFU8xQm0pRiTdPCcpUA3DLIN1Yokpok/oRK5Pd3tcQa2JtMBdEMghMsRdecbq72mtkS+C5NMomYLVJQAVL1ft9LrlYZ/6G5FPCO/yj3DdJzu2l8xjKJAdN3vbFl2JIqOyYYDUeIuEk7B1pth4qvofQdcC4Gzau3gpAFlpMg43rdpSPEVizHsX07hR9+iHPnTtTSUsSsLKydOpF77bVYWrXitsvg/tfCvMNTAFN0F+jxZ8+g4H9dQNiCLSfEyUQgFzgY1amqE4GF5eVut/B37nFxOe1K7KEPMogLkbgyNAirpshNAwNf7MM5VyBC/YkFcrVEG4eTbAXRDJITd0yIvyXkma6+VXT/c+S/tTanuqDhCREAwQLpl+sPTdOtI2oZCOkgtYr5blzTNIp/+okDL71E8Y8/gihW2qNVfVtV2fvggzS6+GJG3PBvnsk5lcJiUEJZIDR0MSIStpVBEl00yz7MtcNvZI/agrnXXx/eGxsTHyESxlzdHqcPO17Bcz0mxOGkujFnlSFEao1IXRnuY4O5aW4a2JEHz+sZ8lyRuHm85xOpqyXSOJxkK4hmkFi6tcwJaQ3xJ5wCZnVBXRREEzQtktCx2qW4uJicnByKiopSoqqgk4MUK39SMO1NyhYvhGINcUkpwoYgPW9MJpBlDox7kUvX3UaFQwgpRkQJTDZQtNDCxSS6yLC5WDhF5ehOmWiaxm8TJpBpfpnjr6nBNeNmBxBpZo8/IfrNyIKESzTz2DH38UmHETGLQG+yEfmHo+pkHaXa2o0Xy7YXVnNlDDu6RUBXRqBjz+zRnJsHhRc/sWx7IW/8psdfhIMowEc3nsQHi3eENb9osbsUek6eFXb679pHzw4qcoy1W79xlnmnDjs9lpC7Nt2H2cstFMg1kyguFGpuzurmW+27Gl+PZB0lpyRLITQ0SviL/XxGofYzSCpcqcGVrUEUUABhfinSSwcQvilC8K4bIutP8l65na9HFXFr6UNs2SMErLTq3jfoWHj3IRg3BX5YAiZJQ1Z8L94mUUZWTXRqJTLz8XSOquxfJQgCg158kTUvHkAyf0ZIWgNb0OuKREOrs6F4CbgOAwIIlctNUwCVCimdTztcwtQuo9ibXlP0bHRIseY7G0RMJK6MWNOP3e+/6f2lzNtwIKz4lFO6NOWULk0TmsWSDF2DDVKDYALDnG6pVfFR1xhCJAacHGIDd1DGakACodJE4Wei007NQD4tE3Y7MV2wDfHvimpj5b43md9fbMTfJ97Gy9Phx0VVJmerGa46C8b9C/p01/d9/wSs2gqvfSvw3k9QUWl0EUU492QT44fDGb0l/CrOI4give74FPmfBUji3poNECagI7CdCAqcVYYEHv80dL8LVCccWQFHlkPFbv01a3No1IdHG7Xic5MrYWVLWhvLO25EeuGOxJURa/rxzad1Zm6IFF3/+I9EpjzXdddgA4NY+Lx0umfbXmbn2uYjAfgg/yMjaybZcLCXNdyA0xNIUcPl1B1g2sKMvLArpnO3Is4vrXZY/mOPMmzPLZx9sgWnC46UgCRBTobuxanAzkJW8jerKKEUpZNClzvS+HBCO3qVn0hTpRmNMvX31IggYGp9D+z/NyFD+CxAJ2AfUFTTmCbQZMjsDMf/D9pUVqAVLZB7kv7woweHUYk86DAcTMAJ9bygWW2QCumnie6hEymxNCY0iC/OChfPDngDgDt/v8XoehsGdVEQzRAiUSBTzDrGVIqQCO7nTQIIIM/siKn/JsQ1vsE/ysGDFM2YQeMRI7CYoVnl72YpZfzEPFawEtnvfCWUclA8xNLM5bSjDUMZTFfCKJvc+HoofAmcOwjc29Z73kBboCVwGL0PjfdbBAlaXwRdx0GzwWHHeZxEetxrp7mRgRNJT9DoDYNUSj9NVA+daIl3QTSD+o8lw1Lvs2OCYQiRKNjDW9j/v707j4+qvvc//jpnZrIQkrCEfQuLQhVXQAjiT9Er6K1VbNXaimIreKlFba91q72i1ZbrVnurdQPLbau31gW3WltsFXdlcamAuBAiSNgCmISETGbmfH9/hBkSyDKTzJn1/Xw85sHkzFm+J/Mh85nvypd0aqINjwX5NqGHhmAf/9kBr3nY/pvf0PO88yKbdrCTRfyBWvbgtHG98PZNbOZhHuEs/p0yJrS67/5rFUHpS7B+Iia0CyuahMoLpo+FNeJbMHAxBKrBkw++4qZetDEaTS5HkcdHNMRtypKwYmymoZVGYxVugvlkW03aDT91Yw2dzkq1WhqRVKZEJEYh9rKdp+nSbF9eCzO5AOeIPOyPmtWKhELUvfkmJhDA8vmooZaH+F/qqMOJou7A7NvnWf5KDj7GcXT7+/tK+c1fHmD6mLmMGb6DYNDC6239OoGgjc/r8Ke/n8yJ317IIF938HX9g342vbicyi6fpzkbmEXPLq/Am00ObIKJRmeHn7qdKCR7yvuwVKulyWSOY1i9b9G5Q0sKsPfVygb2NlvErtlzNdFEJ68gr8PRMfGgRCRGO1lKiLqunyhgcH5Qgn3Zlwe9FPzqK3x9+vA4z0SdhBzoSZ6jlGH0bmPRPWMM8+a9zH33VeD1Xs1ZU1dz+Xff4MTx5QCEQhaWZbBt2Nvg5ffPTeD+P09mbfkg+tz1Z95++zsMG9b1oX1nUMgTdONN6uPSadUGBuPjMnrH4WzZobUmmGiEF4lrCISinuQr1fubxFsq1dJki9/828OE/Af/NfnNqb+LPL9+1bxEFkk6oEQkRtt5io4ni46Cz8KZ1Qvzo81YjS3PZVkWO6jic8q7dInlrOR0Tm31tdtvX8F99zWtGBkMenjqpaN46qWjGDN8GxOP/IKeRXtpDHjYsbs7f39zNDV7wh0/DTt21DNt2lMsX/5diou7NvOshcVtDOA0NrAHp0vJiEVTInI3A8lTbUhU2psBNBrRDj9Np/4mbkiVWhrpvEDQYfGL6wD43uljXF/nJZsoEYlRAxuJ2/K03Wzo64UvW07U4enRg3f4BzZWp2pDoKmZ5l1W8W9MxXfA27x1ax033PBmq8et29CPdRvaX40vGDR8/vlX/PrX7zF/flmnytfcAHw8ylC+w0bqO5mMhCdw/S2DOlz1WPaLZgbQ9kQz/DTR052r9iE7OM1iyWk2L+e8l77fomnm3mmLAbjipe/jU5NMSlIiEqMQ9XE9nyn2YIUTEY+H7lOmYLweVvJ+p5OQsAb8fMwnHMnhLbYvWvRRTEuxt8ZxDPfd9yE//elxHS68FI2x5PE0w/ghm/mUxpju3AZK8PA/DKSMgi6XJVs0BEIx9Qk5ULTDTxM13Xk2Nv1ks3CfkAN9vrP1v9G+fF/MfUMCzRaiC4Zafw7EpXaksSHIr897DIAfPX4+OVk0v0z23Gmc2OQS6vRUowez6psFdChEnyuuwI8ff/QziLV9biy+OmDyj2DQ4Z57P2jxbaKztm+v5/nny/nmNw/p8rkARpHLXxjOA+zkfnZSj2lzEeDwAGEPcD49uJY+FMayup7ENANoa6IZfhptshNrf5MDZXvTj7gj3BRzoD8u/bTFz5d+o/V1kSQ6SkRi5KM3IQ6ejKxTHANV+yfk8PbtS48zz6QmTrUuFtZBCc3fXtrI9m3xOb/HY/G7362OWyIC4MPickq4hF48Tw1L2cMH7GVnswab7tgcRR4nUsC59KCnEpBOiWUG0OZiGX6aiOnOtdJtdho7uEfkuWMMazc3fek6bFBxpGmmsSHAC8konMREiUiMSvh3vuRBujR8FyBgsJbWYNXuP8/AW2/F8nrJo2sdQMMM5qBz/fLNrq5it18oZNiwob3pVjuvGzbfpgffpgcANYRowJCDRTE2ltaR6bJoZwBt3jU71uGniZjuXCvdZqcWq902+3NsW1bktbxuOV0aIfO908dEngdDTqQm5MJph+L1xKc5JizQxnMg45tpMvvuXNCXs/clIl3ks/DcWxX5se9PfkLJnDkA5JBDdwrY08VhwgZDH0oiP2+qh7c3N9Kpr8FtqKnpehNSNIrwoHVA4y+aGUAB/m/2RA7pVxhzB1C3pztvCIRYunZbh32eutr0I9mprb4fXo8dl34h4T4hB/rtRU+2+Pma52Z2+VqpTOOPYpRDH3pxMnSlOcAxsLER659Ni98NuOUWBt1+e+RlC4tJjO/yt/4iCjm02XTvD20AK88XtyQEoHt39UJPZ+EZQC2akoHmPHZTBN4yYyyTR5XQpzC3Ux/is08Y0WGfpM5Od774zYqoO16Hm35EJLWoRqQTBjOXr3h939TqnfhQty28126j9wUz6XPZZRRMOHg69uMYxz95rdNltLAoYwL2vlyz0YH7N4DpGb9pz23bYvDgwridT5LD7RlA3ZrufEXFLm77W+udCVujlW4zl21bHDm09ckbU9mPHj+fUMjhueUbMYEQG+9dAcAP/3AOviyK1ey50zjqxkgO5Ves4wqaEpHY+ov0enM8I+79B97ebc/+WUQhR3MEH/BRZOr2aFlY+PAxgWMj21bshp2NwJFDoSAX6vwxnbM1jmO48EL1Fs8Ebs8A6kays+j1cjxRzoGilW6lq3xeO26jY8LDf22fjWNb2DmeFp8its/G9tlx6YeSDpSIdFIPJvM1HuATrsShgY6TEQ/gMJzr6Xf8uVFdYwZfZyvb2Mb2qOcUsWhKRC7ifLo3m1NjZzjvyPHCqUfCcyu73ETTvSiH8847tEvnkNTi5gyg8Ux2Yp0DRSvdSip5+p0v2n39ueUbsXM8nHt8dsRsdqRbLilmPEfzNIO4BC/F+7Z6aDnLhYVFLn2ZwZH8mX5El4QA5JLDHGYxmEFR9RexsfHi5WK+wyhaBrC/eZ407chOJSFW888M2+LMi44kL4uqDyU+8nyeTvc3CYt1DpRrTxujETOS0uwcD8OvPZ7h1x6PnZNdNXf6FOmiHPoyhMsYxBx28TI1vEuQahxCeCmiO4dRwtfx0rm+FN3IZw6zeJeVvMm77OYrbOx9/VOa0hyDwYuHYzmKEyhrMVImrLh5n9J+xfD1Y+CF99u9du/JXkovzKV3mZeir3mwcyycoKH20xA7V8HpUwdhMBpKKwkXy7BgC7j4+FK3iyQStbObTa4XDBmeX7ERgG9MGIrXk31/T5WIxImNjxKmU8L0uJ/bh5cpTGIyE1lPOf9iDXuoI0iIbuQzlMEcy1Hkk9fmOQ45sI/qrBNhew2sXH9Qf9teE72Mf6iAHkd6cQIG27f/P4bttSg+zEvhaIvnPW+wgg+ZTRlHMCCOdyzSPreHBYu4qWXfD6fZditr+oU0p0QkjdhYHMJIDmk2JDdawwvglD6wrApCBvDY5F13MmWbKjhs0MeMnFhHYZ8AlsfC781jt+lBFX3Y6uuP08pQZdvT9Md/G3u4laWcxhguYgIetfZJgkQzB4r6hoikPiUiWWTeSPjnDvDaAc4cs4Tpo/5CjqcRx1h47PC3SoOXevKtvQymkkbW8imHspGh0EoTTHhEz99YRzUNXMEJkSHDIm5ya1iwiCSWEpEsckZ/GNtrK9899jb6F27Btpr+cHusg6u27X0Jho8AY1nDALbwHscSIKfN879NBUPpyTc50p0bEDmA23OgiLjN67GzZnRMW5SIZJF6eyvX/L+fEaAukoR0JFwH0pPdTOId3mFSu8nIE3zAeIYwlPSbXEjSUzTDgt2aH0VEuk6JSJYIEeBlbsPYdXg6sWCfjaGAOo7iQ1YyntaaacKW8CE/4qTOF1akE1qbA2VFxS4WvV4emXMkXFsy54QRqi2RlBcMOTzxVgUA504uzdiOrJl5V3KQf/E01WzBdGHVYBtDX3YwkMo293EwvMtGvmJvp68jEquGQIgdtX4aAqHItj++8wXnPfA2//h4e2SYr2PgHx9v59wH3uaRDiaVEpHEUI1IFmiknjU8T6fWxTmAAQ7hMyoZSFu1Ig6G1WxhCiO6fD2R9rRV4zFlVAk3PrsGAwcN7w3//F/PrGZM/0LVjEjSNNY18t9DfwHAdRtvIKeg7WbvTKZEJAts4E1CNMblXBZQQD292cnOViZOA/BgUc5OJSLiqj++8wU37hsxc2CNx9/XbMOyaDf3tm2LRW9sUCIiKSW8Dk3Tc3PA8+ZzjmROg4ZriUhFRQW33HILL7/8Mlu3bmXgwIHMnDmTG264gZyc7Mz63GQch7rPPqNm1SoavvwSYwy5/ftTPG4clYf/iw7/KsfAwWo3EXEwVFEXl2slg2I39a2o2MWNz6xut8bDdBDuIcewdM1WGgKhjOnAqthNf+E+IQd6+t2WTYnfOSFzvui5loisW7cOx3F48MEHGTVqFKtXr2bOnDnU1dVx5513unXZrBOormbTgw/yxb330rBpEwCWt+ltNcEgADu/PBMGtT3raqwsDMVUt/l6U94en6QnGRS7qW/R6+UHzR3SGY5pWrcmUxIRxW7qa6zbXzsdqD/4udMQAMDO85EtLGM6+t4QP3fccQf3338/5eXlUe1fU1NDcXEx1dXVFBUVuVy69LPjxRf51/e+R+OOHeC03Ql1e/23ID++f2hrKOQNTmj1NQ8WJ3EIl1IW12t2VjziSLGbOhoCIQ678W9dXTwaaOpTsvbnp6VsIqLYzTw/7z0/qv1+un0+wZCJ1IScPXFYi3VoUr1pJpY4Smgfkerqanr1ars91u/34/f7Iz/X1NQkolhpacOvfsW6q64C2243CWmS2NqJEIbhZFa7u2I3dcS68m5bsmUdGsVuempKNLJjHZqEJSLr16/nnnvu4a677mpznwULFnDzzTcnqkhpa9PvfteUhEAUSQh4vtxL6JDOrf7bGgeop1u7+3yNfnG7XrIpdlNLLCvvticb1qFR7Kae6zbeEHkeqG/krjF3AHDVuqvxdcvOfjwxp1c33XQTlmW1+1i5cmWLYyorKznttNM499xzmT17dpvnvv7666muro48Nu3r8yD71ZeXs3bu3JiO8b6zEwKdnz/kYBbVFLfxChxCHwbTI47Xi48FCxYodlNca/OBHCi88q7Hbn+59PDLB+7nsS0sSKt1aBS7mSOnICfyaJ54+LrltHgtm8RcIzJv3jzOP//8dvcpLS2NPK+srGTq1KmUlZXx0EMPtXtcbm4uubm5sRYpa5hQiI9OmYoTCMR0XO5ft+C/sDRu5bAx7KBPq68ZYAZj43ateLr00kuZNWtWu/sodpMj1hlQo1l51xi49azDeWP9zrRfh0axm528HjujRse0JeZEpKSkhJKS1odtHmjz5s1MnTqVcePGsXjxYmw7M9u3EsEYw+7vXciuio0xH5u7ZDPWTj+mV86+YbxdKAdQQxE1rdSI2FhMZBjjGdqla7ild+/eUXe+U+wmTnvzgSxds41bZoxl5qRhLY6JduXdmZOGMbOsNO3XmlHsprbGOj839LsOgF9s+29yCpTYxcK1PiKVlZWcdNJJDB06lDvvvJMdO3ZEXuvfv79bl81YwSf+zJY//alTx1qNDgU/W82e+8d1uRwWsI4xB223sehHIbOZ1OVrJJtiN3GimQ+krRlQY1l5t7V1aDKRYje95BTkcONO9c9xLRFZunQpn3/+OZ9//jmDBw9u8VoCRwxnBLN7N3uv+AF7utDNI//B9fjPG0LghBLwdu4bkgE2MvSgicwsYBDF/IxpdCf9vwkodhMnmvlA2psBNZqVd7OJYjdxGuv8zZ43tvocUO1IFBI6j0isNJ69if83d+O/7ipW7jX4O969TU7PHHa/NpXQmMKYkxED7KCEVYzH7OvjbGNhMMzgCL7FUfhIzQ+AZMSRYrdjDYEQX7vxbx3OgAqpP9+HWxS7qevq7j+Oar879tztcklSU8rOIyKd0/jgfQBdWDe3ib27kZ4nvEzN74+j8cxBROqy22FoqvHYyFDWclgkCelJPicyilM4lL5072LJJBstfrMiqiQEMm8GVBHZT4lIinOqqjDlnwOdGGvdCvurAMVnvYn/O0Opu/lwQocUYmFjMIQnPmsa3GhhcChhBIdxHhMZiJ8gPjwMpgdFxG/KeMk+Kyp2cdvf1kW9v201zR8ikip+se2/CYYcXnxvM6GGACvOaRqdNL/851k3/Lar9D87xTkfvh95XmCDPw7TgVhA3p82kvunjeTMPYHe9/+QKsrZyy7Aojt9KWEEgzia3lpBV1yw6PVyPFGuFZMtM6BKegivjmvn+fA4Bk9+yzVh7Dwvdp4vY2dBdYMSkRRndu6MPC+0YVcc5yWzvV4G5h7LYXw7ficV6UBDIBSZLyQa2TADqqSPv6xsf8K3F9/bjCffx4yJw9rdT/ZTypbqPPu/BfaJ8xdCEwwy6KKL4ntSkQ7EulbMtaeNSavJx0QkNqoRSXH28P1NI7kW9LZhZzyaZyyLookTKT722K6fTCQGsawVYwEXH1/qdpFEonbG+CGR5yHH8OJ7X+LJ93Hr7js7XHZAWqcakRRnHz4WvPvzxeG+OL1plsURCxfG40wiMYl2rRiPbTF9bH/1DZGU4vXYkUfzGPbYVovXJHr6baU4KzcXzymnRppoci04xNfBQVE49Cc/ofDww8CpBacGTNuLjInE2+wTRuB0UCWiviEi2UGJSBrImTsPQvsThRIPjOpko1r+YJjw8yJGXPkWfFG071EMFfmw+VjYeQX434tTyUVaF14rxiIzVscVkc5TH5E04J12Gp6y4wktfxdCQQD6eSHfhk8D4I+irT1vIBw+H/qcAlh7wP/GAXsEoPF9aPwIau6BnPFQcj/kjo/7/YhAbGvFiKQir8fW6Jg4UCKSBizbJn/R79kz7ggwDjhNvVWLbDgmB3aEYEsI6ttISIZ9C8bcDFYOWDa0P0drU6JD4/tQORF6/BR63Bw+UCSutFaMiCgRSRP2iJF0e+IZ6r95RtOGfcmIx4L+3qZHo4E9TtO/AD4L+syG7lc35S+x5RL7moK+uhUCFdDnf8HSB4S4I1tWxxWRg+lrbhrx/ts0uv31n1h9+7WYXyQsx4Jenv2JSb8zm5IQ6GKFRt2jsPuGLpxARESkdUpE0ox3ygl0/+BjfHPmQm4uWFaL4b1h1gAP+fObakK6zkD17dDwVjxOJiIiEqFEJA1ZxcXk330vhRu2kPfr3+I793zsQ0Zj9emLNXAQnhOn0u3BQ6HAE8euHTZUzSbq5VJFXNYQCLGj1k9DQEPPRdKZ+oikMatnT3Iu/QFc+oOWLwS3wqYhRPp5xEUIAh9Dw6uQf1IczysSmxUVu1j0enlkvZrwSJs5J4zQSBtJecGQwzPvbgRgxsShmvwM1YhkprpHaX9kTGd5ofZhF84rEp0/vvMF5z3wNv/4eHtkinjHwD8+3s65D7zNI+98kdwCikjMlIhkooY3XTpxEBpec+ncIu1bUbGLG59ZjaFpjY/mQo7BAP/1zGpWVuxKSvlEpHPUNJOJ/O/iTo0IENoIoa/A06Pd3Ywx1FZWUrlyJV9VVOAEAnjz8ug9ejQDx40jv5eq0CU2i14vx7atg5KQ5mzbYtEbG9REIyklGHKaPTcHPN//WrY20ygRyUSOy98InR1tJiK1W7bw3sKFrHrwQWorK4GmCdmwLIzjRDq7lnztaxw3bx5HzpxJblGRu+WVtNcQCEX6hLQn5BiWrtlKQyCkeUkkZYT7hBzoLys3tfj5nMmlCShN6snO9EviLuj38/LPfsbdQ4bw6s03R5IQAOM4mFCoxYibqnXr+Ou8edw1cCCrFi7EaDSOtKO2IdhhEhLmmKb9RSQ9qEYkE9m9IFTZ8X6dPn+fFj9WrVvHn88+m6pPPol+eO++/QJ1dfzl0ktZ8/jjnPPYY3Tr3TvepZUMUJjnxbaIKhmxrab9RVLFjIlDI8+DIROpCTlj/BC8Hqutw7KGakQyUe5xuPbWeoa0aJbZ9tFHPDx5Mjs/+6xLc4xUvPIKvzv+eOp27IhDISXT5Pk8nHpYv4NW6j2Qx7aYdnh/NctISvF67GYPq9l2q8Vr2Sp77zyT5R3v0om9kHdi5KfaLVv4w8kn46+paWp66QITCrFr/XoemTaNUGNjVwsqGWj2CSNwOqgScRzD7CnDE1QiEYkHJSKZqGAm7ry1QSi8BGgaFfP8nDns3b27y0lImAkG2frhh7x2661xOZ9klgmlvbhlxlgsOKhmxGNbWMAtM8ZqxIxImlEikom8/aHgPOLbBcgDvq9FakTWPP44n73wQtySkAhjeP0Xv2DbRx/F97ySEWZOGsYTc8s49bB+hHOR8MyqT8wtY+akYcktoEgHvB6bcyaXcs7k0qxujmlOPboyVa87oP55MHuAeIxIcaBkYdMw3H3JApblytozlm3zzq9+xVmLF8f93JL+xpf2YnxpLxoCIWobghTmeV3rE5KIa4hkOyUimco7EEruhx0z43AyC4qvjvQ92bx8OdtdrLFwgkE++r//49Q779QoGmlTns/jWnKg9Wwk3Rlj8O/rU5VrW1hW6o7OUb1QJut+AfS8rYsnsaDgu9Dzl5Et655+Gtvrbg4bamxk/dKlrl5DpDVaz0YksZSIZLoe10DJYrDyia0CzAPY0OMG6PMHsPZ/89y8YgVO0N0Jo2yfjy2rVrl6DZEDaT0bkcRTIpINCi+GQR9D/unQNOagnZ33JSs5x8DAd6HnLWC1DJOt773nUkH3cwIBtiTgOiLNhdezaU94PRuRVGOMiTzaei0VqY9ItvANg/7PQWAD1D4MDa9C43tg6sM7QM4RTf1Aus+C3HFtnspfW5uQIu/duTMh1xEBrWcj6c/fRvA2356XgjO5KhHJNr7h0GvfPB3G2ZeIOGAVtGh+aY9lWXEZhxPFhRJxFRGgc+vZKBER6TolItnMssHqHvNhucXF7tdWWBYFffu6ew2RZrSejaS73AOaFZuPmkll6iMiMRs0YYLrtRW2x8PA8eNdvYZIc1rPRtKdZVmRR1uvpSIlIhKzgccdh2W7GzpOMMiAcW33UxFxg9azEUk8Vz9NzjzzTIYOHUpeXh4DBgzgwgsvpLLSxeXpJSEOP/fc+E/tfgBfQQGjpk939RrtUexmp0xYz0axK+nG1URk6tSpPP7443zyySc89dRTrF+/nnPOOcfNS0oC9B07liHHH+9arYjt9XLM979PTvfY+6/Ei2I3e6X7ejaKXYGmppg8j02ex07ZJpkwyyRwYPFzzz3HjBkz8Pv9+Hy+DvevqamhuLiY6upqioqKElBCidb6pUt5xKUaC09uLj/8+GN6Do9P9Xc84kixm52SvdaMYlfSVSxxlLBu37t27eLRRx9l8uTJbf5n8Pv9+P3+yM81NTWJKp7EaOS0aRz9ve/x4R/+EPdmmlNvvz1uSUg8KHazl5vr2SSCYlfSgeudVa+99loKCgro3bs3Gzdu5Nlnn21z3wULFlBcXBx5DBkyxO3iSRdMv/tuegwbFrd1ZyyPh5HTpnHcvHlxOV9XKXYlXSl2JZ3EnIjcdNNNLYYItfZYuXJlZP+rr76a999/n6VLl+LxeLjooovanGb2+uuvp7q6OvLYtGlT5+9MXJdXXMysZcsoHDSoy8mIZdsMKSvjvCVLXOt7smDBAsWupCXFrmSymPuIVFVVUVVV1e4+paWl5OXlHbT9yy+/ZMiQIbz11luUlZV1eC21VaaHPVu3smTmTDb8858xH2vZNsZxOOaSSzj9nnvw5efHvXzhOCovL29RBd0axa6kEsWupCtX+4iUlJRQUlLSqYKFc56O/kNJeunevz8XvvQS7z/8MEt/8hP81dWRBKMtlseDCYUoGjyYbyxcyMhp01wvZ+/evTv9h1WxK8mk2JVM5lpn1eXLl7N8+XKmTJlCz549KS8v58Ybb2TkyJFRZeWSXizL4tjZszniggtY8/jjrHrwQSpXrsQJBA7a19etG8NOPJEJl13GqNNPx/akVmdAxa6kK8WupCPXEpH8/HyWLFnC/PnzqaurY8CAAZx22mk89thj5ObmunVZSTJffj5Hz5rF0bNmEQoE2LFmDV9VVBBqbMSbn0/J6NH0GjXK9ZlZu0KxK+lKsSvpKKHziMRKbZUSD8mII8WuxINiV9JVLHGUul9LRUREJOMpEREREZGkUSIiIiIiSaNERERERJJGiYiIiIgkjRIRERERSRolIiIiIpI0SkREREQkaZSIiIiISNIoEREREZGkUSIiIiIiSaNERERERJJGiYiIiIgkjRIRERERSRolIiIiIpI0SkREREQkaZSIiIiISNIoEREREZGkUSIiIiIiSaNERERERJJGiYiIiIgkjRIRERERSRolIiIiIpI0SkREREQkaZSIiIiISNIoEREREZGkUSIiIiIiSaNERERERJJGiYiIiIgkjRIRERERSRolIiIiIpI0SkREREQkaZSIiIiISNIoEREREZGkUSIiIiIiSeNNdgGkyXbj8L4TZI0TZI8xWECRZXGE7eUo20tvSzmjiIhknoR8uvn9fo4++mgsy+KDDz5IxCXTQpVx+HWgnrF7dzFy7y7O8dfw80A9vw7u5e7gXuYH6jnLX0Pp3l2M37ubhwJ7qTFOsoudVRS7kq4Uu5IuEpKIXHPNNQwcODARl0oLDcZwY2Mdh+7dxY2Ber5ollyEgMC+R6jZMZ+aED8J1DFy7y7uDNQTNCbBpc5Oil1JV4pdSReuJyIvvvgiS5cu5c4773T7UmlhVSjApIbd/Dq4lwAQbTph9j0agJ8H6jmp4SvWOUHXyimKXUlfil1JJ672Edm2bRtz5szhmWeeoVu3bh3u7/f78fv9kZ9ramrcLF7C/TXoZ2ZjLQ7RJyCtMcBqE+Kkhq9YklvMZI8vTiWUMMWupCvFrqQb12pEjDFcfPHFzJ07l/Hjx0d1zIIFCyguLo48hgwZ4lbxEu6foUa+21hLkJZNLp0VAvYCM/zVrAwF4nBGCVPsSrpS7Eo6ijkRuemmm7Asq93HypUrueeee6ipqeH666+P+tzXX3891dXVkcemTZtiLV5KqnRCXOCviTSvxIsDNALf9tdQrU6sHVqwYIFiV9KSYlcymWVMbL0eq6qqqKqqanef0tJSzj//fJ5//nksy4psD4VCeDweLrjgAn7/+993eK2amhqKi4uprq6mqKgolmKmDGMM3/TX8IoTiEtNSGs8wHc8udyfW+jSFdJbOI7Ky8tbVEG3RrErqUSxK+kqljiKORGJ1saNG1u0NVZWVjJ9+nSefPJJJk6cyODBgzs8Ryb8h3gm6OfCxtqEXOtvucUcr/4iB4k1jhS7kioUu5KuYokj1zqrDh06tMXP3bt3B2DkyJFR/WfIFPcE9+IhPv1C2uMF7g/sVSISB4rdzmsIhKhtCFKY5yXP50l2cbKOYlfSkWZWddFqJ8jyBA2xDQLPO41scUIMsPUBIIm1omIXi14v56W123AM2Bacelg/5pwwgvGlvZJdPBFJYQlLREpLS3GpFShlPRv046UpSUgEA/wl1MgcOz9BV8wO2Ri7sfjjO19w4zOrsW0LZ9+vyTHwj4+3s3TNNm6ZMZaZk4Ylt5BZSrEbnWDI4am3vwDgW2XD8Hq0pEYi6bftolVO0PUmmeY8wPua5EwSaEXFLm58ZjUGCDktP/BCjsEA//XMalZW7EpK+UQk9SkRcdEqJxjX4bodCQIrlIhIAi16vRzbttrdx7YtFr2xIUElEolOMOQ0e5hm202L18R96iPikoAx7EpoGtJks+YTkQRpCIQifULaE3IMS9dspSEQUgdWSRnhppgDPbt8Y4ufvz1leCKKk9VUI+KSxiRdN5CE5EeyU21DsMMkJMwxTfuLiBxINSIuyUnSdX20X00uEi+FeV5si6iSEdtq2l8kVXyrbH8H6mDIRGpCzjpuKF6P/o4mkmpEXOKzLHonISkYYuktlcTI83k49bB+eDroI+KxLaYd3l/NMpJSvB672cNqtt1q8Zq4T79lF423vQlNRbzABFvfOiVxZp8wAqeDKhHHMcxWO7uItEGJiIvGeXwJ/QWHgGOViEgCTSjtxS0zxmLBQTUjHtvCAm6ZMVaTmolIm/Sp5aKzPTn8MlCfsOvZwBne3IRdTwRg5qRhjOlfyKI3NrB0zdYWM6vOnjJcSYikPK/H1uiYJFIi4qIxtpfJtpd3EzCxmRc4y5NDX/URkSQYX9qL8aW9tNaMiMRMn1ouu8Kbn5DZVYPAZV5N7S7Jlefz0KcwV0mIiERNiYjL/t2Twxl2Dm7+WbaBSzy5HKeVd0VEJM0oEXGZZVn8T253umO58sv2AAMsm1tzurtwdhEREXcpEUmAvpbNY7lFeInvL9wD5ANP5BbR3dIEPCIikn6UiCTIFI+Pp3KLyIG4NNN4ge5YvJBbzBEasisiImlKiUgCneTJYVleD8ZYni5PdDbe9vJ6Xg+OVb8QERFJY0pEEuzwfQnEz3zdyAesfY+OhN+oIizu8BXw99xihtsamSAiIulNiUgS+CyLa3zdWJ/fi1/5CjisWQ2JRVOziwdabDva8vBATnc+z+/FXF8+tvqEiIhIBlDngiQqtGxm+/KZ7cun1jh86IRY6wSpxWABxViMtb0cYXvppsRDREQyUEonIsY0LaZVU1OT5JIkxpH7Hi0FCALZ8RtwRzh+wvGUCNkWu+IOxa6kq1hiN6UTkdraWgCGDBmS5JJIJqitraW4uDhh1wLFrsSHYlfSVTSxa5lEptoxchyHyspKCgsLsTpomqipqWHIkCFs2rSJoqKiBJUwebLtfqHz92yMoba2loEDB2LbiekWpdhtW7bdLyh2M0W23S8kJnZTukbEtm0GDx4c0zFFRUVZEyCQffcLnbvnRH2bDFPsdizb7hcUu5ki2+4X3I1djZoRERGRpFEiIiIiIkmTMYlIbm4u8+fPJzc3N9lFSYhsu1/I3HvO1PtqS7bdL2TuPWfqfbUl2+4XEnPPKd1ZVURERDJbxtSIiIiISPpRIiIiIiJJo0REREREkkaJiIiIiCRNWiYiFRUVXHLJJQwfPpz8/HxGjhzJ/PnzaWxsbPe4iy++GMuyWjwmTZqUoFLH7r777mP48OHk5eUxbtw4Xn/99Xb3f/XVVxk3bhx5eXmMGDGCBx54IEEl7boFCxYwYcIECgsL6du3LzNmzOCTTz5p95hly5Yd9H5alsW6desSVOrYKXZbp9hN/diF7IhfxW4SYtekoRdffNFcfPHF5u9//7tZv369efbZZ03fvn3NVVdd1e5xs2bNMqeddprZsmVL5LFz584ElTo2jz32mPH5fGbhwoVm7dq15sorrzQFBQXmiy++aHX/8vJy061bN3PllVeatWvXmoULFxqfz2eefPLJBJe8c6ZPn24WL15sVq9ebT744APz9a9/3QwdOtTs2bOnzWNeeeUVA5hPPvmkxXsaDAYTWPLYKHYPpthNj9g1JvPjV7GbnNhNy0SkNbfffrsZPnx4u/vMmjXLnHXWWYkpUBcdd9xxZu7cuS22jRkzxlx33XWt7n/NNdeYMWPGtNj2H//xH2bSpEmuldFN27dvN4B59dVX29wn/B9i9+7diSuYCxS7it10lknxq9hNTuymZdNMa6qrq+nVq1eH+y1btoy+ffty6KGHMmfOHLZv356A0sWmsbGRVatWMW3atBbbp02bxltvvdXqMW+//fZB+0+fPp2VK1cSCARcK6tbqqurAaJ6T4855hgGDBjAKaecwiuvvOJ20eJOsavYTdfYhcyJX8Vu8mI3IxKR9evXc8899zB37tx29zv99NN59NFHefnll7nrrrtYsWIFJ598Mn6/P0EljU5VVRWhUIh+/fq12N6vXz+2bt3a6jFbt25tdf9gMEhVVZVrZXWDMYb//M//ZMqUKYwdO7bN/QYMGMBDDz3EU089xZIlSxg9ejSnnHIKr732WgJL2zWKXcVuusYuZFb8KnaTGLtxq1uJg/nz5xug3ceKFStaHLN582YzatQoc8kll8R8vcrKSuPz+cxTTz0Vr1uIi82bNxvAvPXWWy2233rrrWb06NGtHnPIIYeYX/7yly22vfHGGwYwW7Zsca2sbrjsssvMsGHDzKZNm2I+9owzzjDf+MY3XChV+xS7TRS76Re7xih+jVHsJjN2vZ1PYeJv3rx5nH/++e3uU1paGnleWVnJ1KlTKSsr46GHHor5egMGDGDYsGF89tlnMR/rppKSEjwez0FZ+Pbt2w/KvsP69+/f6v5er5fevXu7VtZ4u/zyy3nuued47bXXYl6KHGDSpEk88sgjLpSsfYrdJord9ItdUPyCYjeZsZtSiUhJSQklJSVR7bt582amTp3KuHHjWLx4MbYdeyvTzp072bRpEwMGDIj5WDfl5OQwbtw4XnrpJc4+++zI9pdeeomzzjqr1WPKysp4/vnnW2xbunQp48ePx+fzuVreeDDGcPnll/P000+zbNkyhg8f3qnzvP/++0l5PxW7TRS76Re7oPgFxW5SY7fTdSlJFK4SPPnkk82XX37ZYghRc6NHjzZLliwxxhhTW1trrrrqKvPWW2+ZDRs2mFdeecWUlZWZQYMGmZqammTcRrvCw8gefvhhs3btWvOjH/3IFBQUmIqKCmOMMdddd5258MILI/uHh5H9+Mc/NmvXrjUPP/xwWg0j+8EPfmCKi4vNsmXLWryf9fX1kX0OvOe7777bPP300+bTTz81q1evNtddd50BUqq690CKXcWuMekZu8ZkfvwqdpMTu2mZiCxevLjNdszmALN48WJjjDH19fVm2rRppk+fPsbn85mhQ4eaWbNmmY0bNybhDqLz29/+1gwbNszk5OSYY489tsWQqlmzZpkTTzyxxf7Lli0zxxxzjMnJyTGlpaXm/vvvT3CJO6+t9zP8/hlz8D3fdtttZuTIkSYvL8/07NnTTJkyxbzwwguJL3wMFLuKXWPSM3aNyY74VewmPnatfYURERERSbiMGL4rIiIi6UmJiIiIiCSNEhERERFJGiUiIiIikjRKRERERCRplIiIiIhI0igRERERkaRRIiIiIiJJo0REREREkkaJiIiIiCSNEhERERFJGiUiIiIikjT/H4ilENIi6Rn9AAAAAElFTkSuQmCC"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 7
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "至此，Python 的散点图的绘制结束。"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
